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dotfiles/.claude/projects/-Users-steve-briggs-projects-operations-services-televibe/526f3010-aee1-4ad2-a0d1-6311d8551695/subagents/agent-a71ca49e9a9d25f98.jsonl
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2026-05-22 15:54:54 -04:00

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{"parentUuid":null,"isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":"I'm designing a \"reputation score\" feature for the televibe service at /Users/steve.briggs/projects/operations/services/televibe/. Goal is to understand enough about the current design to discuss storage and metrics options with the user.\n\nSpecifically, please report back concisely (under 400 words) on:\n\n1. What televibe does — one-paragraph summary of its purpose based on main.go, config.go, and the watcher/evaluator packages.\n2. How the risk assessment / evaluator currently works — what inputs does it take (user identity? ticket? description?), what does it output (score? approve/reject? Teleport action?), and where does that output go.\n3. The watcher — is it polling Teleport access requests? Listening to events?\n4. Any existing persistence — does televibe currently read/write state anywhere (DB, file, in-memory only)? This is the critical question for storage design.\n5. Any existing metrics/telemetry — does it already emit OpenTelemetry, Prometheus, structured logs, etc? List what's there.\n6. How the user is identified in a request (email? UUID? Teleport username?).\n\nJust exploration — no code changes. Report file paths with line numbers where relevant so I can jump to specifics later."},"uuid":"da0d3c47-defc-4c04-8db5-98f2dd8da4b6","timestamp":"2026-04-23T14:26:54.796Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"da0d3c47-defc-4c04-8db5-98f2dd8da4b6","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01FHcMyCQKK9Bt5GRxw4MeTW","type":"message","role":"assistant","content":[{"type":"text","text":"I'll explore the televibe codebase to understand its architecture, current state handling, and metrics. Let me start by mapping out the key files."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":17792,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":17792,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrkx6u74t5o64AXDuYv","type":"assistant","uuid":"26a09dc2-89d0-4fd2-8458-6771f0ba745e","timestamp":"2026-04-23T14:26:56.438Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"26a09dc2-89d0-4fd2-8458-6771f0ba745e","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01FHcMyCQKK9Bt5GRxw4MeTW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Fi6JpxgGvQGxtD7fkSp1oi","name":"Bash","input":{"command":"find /Users/steve.briggs/projects/operations/services/televibe -type f -name \"*.go\" | head -20"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":17792,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":17792,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrkx6u74t5o64AXDuYv","type":"assistant","uuid":"db4070bb-db1b-4b50-9d82-870b95c61678","timestamp":"2026-04-23T14:26:56.538Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"db4070bb-db1b-4b50-9d82-870b95c61678","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Fi6JpxgGvQGxtD7fkSp1oi","type":"tool_result","content":"/Users/steve.briggs/projects/operations/services/televibe/main.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator_test.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/config/config.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/config/config_test.go","is_error":false}]},"uuid":"0392a231-2183-4c34-90e3-4ec7a3a2b5ee","timestamp":"2026-04-23T14:26:56.839Z","sourceToolAssistantUUID":"db4070bb-db1b-4b50-9d82-870b95c61678","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"0392a231-2183-4c34-90e3-4ec7a3a2b5ee","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011EznXcrFVF2hQ7aetBG7hC","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me read the key files to understand the architecture:"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1036,"cache_read_input_tokens":17792,"cache_creation":{"ephemeral_5m_input_tokens":1036,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrm6Ze285SxnDSFMGKW","type":"assistant","uuid":"6f576d66-5818-47b6-b187-c734fa938db5","timestamp":"2026-04-23T14:26:59.263Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"6f576d66-5818-47b6-b187-c734fa938db5","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011EznXcrFVF2hQ7aetBG7hC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FBxZFMNomoVmGdmZ3L3nxq","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/main.go"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1036,"cache_read_input_tokens":17792,"cache_creation":{"ephemeral_5m_input_tokens":1036,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrm6Ze285SxnDSFMGKW","type":"assistant","uuid":"6395e37f-9d52-4c99-90da-48c5382cee4e","timestamp":"2026-04-23T14:26:59.538Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"6395e37f-9d52-4c99-90da-48c5382cee4e","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FBxZFMNomoVmGdmZ3L3nxq","type":"tool_result","content":"1\tpackage main\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"log/slog\"\n6\t\t\"os\"\n7\t\t\"os/signal\"\n8\t\t\"syscall\"\n9\t\n10\t\t\"github.com/anthropics/anthropic-sdk-go\"\n11\t\t\"github.com/anthropics/anthropic-sdk-go/bedrock\"\n12\t\t\"github.com/anthropics/anthropic-sdk-go/option\"\n13\t\tawsconfig \"github.com/aws/aws-sdk-go-v2/config\"\n14\t\t\"github.com/immuta/operations/services/televibe/internal/config\"\n15\t\t\"github.com/immuta/operations/services/televibe/internal/evaluator\"\n16\t\t\"github.com/immuta/operations/services/televibe/internal/watcher\"\n17\t)\n18\t\n19\tfunc main() {\n20\t\tlogger := slog.New(slog.NewJSONHandler(os.Stdout, nil))\n21\t\n22\t\tcfg, err := config.Load()\n23\t\tif err != nil {\n24\t\t\tlogger.Error(\"configuration error\", \"error\", err)\n25\t\t\tos.Exit(1)\n26\t\t}\n27\t\n28\t\tvar anthropicClient anthropic.Client\n29\t\tswitch cfg.LLMProvider {\n30\t\tcase config.ProviderBedrock:\n31\t\t\topts := []func(*awsconfig.LoadOptions) error{}\n32\t\t\tif cfg.BedrockRegion != \"\" {\n33\t\t\t\topts = append(opts, awsconfig.WithRegion(cfg.BedrockRegion))\n34\t\t\t}\n35\t\t\tanthropicClient = anthropic.NewClient(bedrock.WithLoadDefaultConfig(context.Background(), opts...))\n36\t\t\tlogger.Info(\"using AWS Bedrock\", \"region\", cfg.BedrockRegion, \"model\", cfg.ClaudeModel)\n37\t\tdefault:\n38\t\t\tanthropicClient = anthropic.NewClient(option.WithAPIKey(cfg.AnthropicAPIKey))\n39\t\t\tlogger.Info(\"using Anthropic API\", \"model\", cfg.ClaudeModel)\n40\t\t}\n41\t\n42\t\teval := evaluator.New(anthropicClient, cfg.ClaudeModel)\n43\t\n44\t\tctx, cancel := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM)\n45\t\tdefer cancel()\n46\t\n47\t\tw, err := watcher.New(ctx, cfg.TeleportAddr, cfg.TeleportIdentityFile, logger)\n48\t\tif err != nil {\n49\t\t\tlogger.Error(\"failed to connect to teleport\", \"error\", err)\n50\t\t\tos.Exit(1)\n51\t\t}\n52\t\tdefer w.Close()\n53\t\n54\t\tlogger.Info(\"televibe started\", \"teleport_addr\", cfg.TeleportAddr, \"model\", cfg.ClaudeModel)\n55\t\n56\t\tfor {\n57\t\t\tselect {\n58\t\t\tcase req, ok := <-w.Requests():\n59\t\t\t\tif !ok {\n60\t\t\t\t\treturn\n61\t\t\t\t}\n62\t\t\t\tgo evaluate(ctx, eval, req, logger)\n63\t\t\tcase <-ctx.Done():\n64\t\t\t\treturn\n65\t\t\t}\n66\t\t}\n67\t}\n68\t\n69\tfunc evaluate(ctx context.Context, eval *evaluator.Evaluator, req evaluator.Request, logger *slog.Logger) {\n70\t\ta, err := eval.Evaluate(ctx, req)\n71\t\tif err != nil {\n72\t\t\tlogger.Error(\"evaluation failed\", \"request_id\", req.ID, \"user\", req.User, \"error\", err)\n73\t\t\treturn\n74\t\t}\n75\t\n76\t\tlogger.Info(\"access request evaluated\",\n77\t\t\t\"request_id\", req.ID,\n78\t\t\t\"user\", req.User,\n79\t\t\t\"roles\", req.Roles,\n80\t\t\t\"risk_score\", a.RiskScore,\n81\t\t\t\"risk_level\", a.RiskLevel,\n82\t\t\t\"has_jira_ticket\", a.HasJIRATicket,\n83\t\t\t\"jira_ticket\", a.JIRATicket,\n84\t\t\t\"description_quality\", a.DescriptionQuality,\n85\t\t\t\"reasoning\", a.Reasoning,\n86\t\t)\n87\t}\n88\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"33c1daea-1011-4d2e-9c27-96ec14014004","timestamp":"2026-04-23T14:26:59.558Z","sourceToolAssistantUUID":"6395e37f-9d52-4c99-90da-48c5382cee4e","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"33c1daea-1011-4d2e-9c27-96ec14014004","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011EznXcrFVF2hQ7aetBG7hC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_016FRxYrQyRK32e7P5tv9FBi","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/internal/config/config.go"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1036,"cache_read_input_tokens":17792,"cache_creation":{"ephemeral_5m_input_tokens":1036,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrm6Ze285SxnDSFMGKW","type":"assistant","uuid":"c9435a0c-6373-4699-ab84-4f8d41a681df","timestamp":"2026-04-23T14:27:00.146Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"c9435a0c-6373-4699-ab84-4f8d41a681df","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016FRxYrQyRK32e7P5tv9FBi","type":"tool_result","content":"1\tpackage config\n2\t\n3\timport (\n4\t\t\"errors\"\n5\t\t\"os\"\n6\t)\n7\t\n8\tconst (\n9\t\tProviderAnthropic = \"anthropic\"\n10\t\tProviderBedrock = \"bedrock\"\n11\t\n12\t\tdefaultModelAnthropic = \"claude-sonnet-4-6\"\n13\t\t// Bedrock model IDs use cross-region inference profile format.\n14\t\t// Override with CLAUDE_MODEL if you need a different version.\n15\t\tdefaultModelBedrock = \"us.anthropic.claude-3-5-sonnet-20241022-v2:0\"\n16\t)\n17\t\n18\ttype Config struct {\n19\t\tTeleportAddr string\n20\t\tTeleportIdentityFile string\n21\t\tLLMProvider string // \"anthropic\" (default) or \"bedrock\"\n22\t\tAnthropicAPIKey string // required when LLMProvider == \"anthropic\"\n23\t\tBedrockRegion string // optional; falls back to AWS_DEFAULT_REGION / profile\n24\t\tClaudeModel string\n25\t}\n26\t\n27\tfunc Load() (*Config, error) {\n28\t\tcfg := &Config{\n29\t\t\tTeleportAddr: os.Getenv(\"TELEPORT_ADDR\"),\n30\t\t\tTeleportIdentityFile: os.Getenv(\"TELEPORT_IDENTITY_FILE\"),\n31\t\t\tLLMProvider: os.Getenv(\"LLM_PROVIDER\"),\n32\t\t\tAnthropicAPIKey: os.Getenv(\"ANTHROPIC_API_KEY\"),\n33\t\t\tBedrockRegion: os.Getenv(\"BEDROCK_REGION\"),\n34\t\t\tClaudeModel: os.Getenv(\"CLAUDE_MODEL\"),\n35\t\t}\n36\t\n37\t\tif cfg.LLMProvider == \"\" {\n38\t\t\tcfg.LLMProvider = ProviderAnthropic\n39\t\t}\n40\t\n41\t\tif cfg.ClaudeModel == \"\" {\n42\t\t\tswitch cfg.LLMProvider {\n43\t\t\tcase ProviderBedrock:\n44\t\t\t\tcfg.ClaudeModel = defaultModelBedrock\n45\t\t\tdefault:\n46\t\t\t\tcfg.ClaudeModel = defaultModelAnthropic\n47\t\t\t}\n48\t\t}\n49\t\n50\t\tif cfg.TeleportAddr == \"\" {\n51\t\t\treturn nil, errors.New(\"TELEPORT_ADDR is required\")\n52\t\t}\n53\t\tif cfg.TeleportIdentityFile == \"\" {\n54\t\t\treturn nil, errors.New(\"TELEPORT_IDENTITY_FILE is required\")\n55\t\t}\n56\t\n57\t\tswitch cfg.LLMProvider {\n58\t\tcase ProviderAnthropic:\n59\t\t\tif cfg.AnthropicAPIKey == \"\" {\n60\t\t\t\treturn nil, errors.New(\"ANTHROPIC_API_KEY is required when LLM_PROVIDER=anthropic\")\n61\t\t\t}\n62\t\tcase ProviderBedrock:\n63\t\t\t// credentials come from the standard AWS credential chain\n64\t\tdefault:\n65\t\t\treturn nil, errors.New(\"LLM_PROVIDER must be 'anthropic' or 'bedrock'\")\n66\t\t}\n67\t\n68\t\treturn cfg, nil\n69\t}\n70\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"6cc67847-a72e-4a66-a66e-c8aca46f97ac","timestamp":"2026-04-23T14:27:00.173Z","sourceToolAssistantUUID":"c9435a0c-6373-4699-ab84-4f8d41a681df","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"6cc67847-a72e-4a66-a66e-c8aca46f97ac","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011EznXcrFVF2hQ7aetBG7hC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JsT5wp5jE6dz3qr3drF33Q","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator.go"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1036,"cache_read_input_tokens":17792,"output_tokens":266,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":1036},"inference_geo":"","iterations":[{"input_tokens":5,"output_tokens":266,"cache_read_input_tokens":17792,"cache_creation_input_tokens":1036,"cache_creation":{"ephemeral_5m_input_tokens":1036,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrm6Ze285SxnDSFMGKW","type":"assistant","uuid":"156b0881-2b06-46bb-8385-874f01f49a45","timestamp":"2026-04-23T14:27:00.403Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"156b0881-2b06-46bb-8385-874f01f49a45","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JsT5wp5jE6dz3qr3drF33Q","type":"tool_result","content":"1\tpackage evaluator\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"encoding/json\"\n6\t\t\"fmt\"\n7\t\t\"regexp\"\n8\t\t\"strings\"\n9\t\n10\t\t\"github.com/anthropics/anthropic-sdk-go\"\n11\t)\n12\t\n13\t// jiraPattern matches CUSTX-NNNN and ITSM-NNNN ticket references (case-insensitive).\n14\tvar jiraPattern = regexp.MustCompile(`(?i)\\b(CUSTX|ITSM)-\\d+\\b`)\n15\t\n16\t// RiskLevel represents the severity of an access request.\n17\ttype RiskLevel string\n18\t\n19\tconst (\n20\t\tRiskLow RiskLevel = \"low\"\n21\t\tRiskMedium RiskLevel = \"medium\"\n22\t\tRiskHigh RiskLevel = \"high\"\n23\t)\n24\t\n25\t// Assessment is the structured output of a Claude risk evaluation.\n26\ttype Assessment struct {\n27\t\tJIRATicket string `json:\"jira_ticket\"`\n28\t\tHasJIRATicket bool `json:\"has_jira_ticket\"`\n29\t\tDescriptionQuality string `json:\"description_quality\"`\n30\t\tRiskScore int `json:\"risk_score\"`\n31\t\tRiskLevel RiskLevel `json:\"risk_level\"`\n32\t\tReasoning string `json:\"reasoning\"`\n33\t}\n34\t\n35\t// Request holds the access request fields that the evaluator needs.\n36\ttype Request struct {\n37\t\tID string\n38\t\tUser string\n39\t\tRoles []string\n40\t\tReason string\n41\t}\n42\t\n43\t// Evaluator calls Claude to assign a risk score to a Teleport access request.\n44\ttype Evaluator struct {\n45\t\tclient anthropic.Client\n46\t\tmodel string\n47\t}\n48\t\n49\tfunc New(client anthropic.Client, model string) *Evaluator {\n50\t\treturn &Evaluator{client: client, model: model}\n51\t}\n52\t\n53\tfunc (e *Evaluator) Evaluate(ctx context.Context, req Request) (*Assessment, error) {\n54\t\ttickets := jiraPattern.FindAllString(req.Reason, -1)\n55\t\tprompt := buildPrompt(req.User, req.Roles, req.Reason, tickets)\n56\t\n57\t\tmsg, err := e.client.Messages.New(ctx, anthropic.MessageNewParams{\n58\t\t\tModel: e.model,\n59\t\t\tMaxTokens: 512,\n60\t\t\tSystem: []anthropic.TextBlockParam{\n61\t\t\t\t{Text: \"You are a security risk evaluator for Teleport access requests. Respond only with valid JSON.\"},\n62\t\t\t},\n63\t\t\tMessages: []anthropic.MessageParam{\n64\t\t\t\tanthropic.NewUserMessage(anthropic.NewTextBlock(prompt)),\n65\t\t\t},\n66\t\t})\n67\t\tif err != nil {\n68\t\t\treturn nil, fmt.Errorf(\"claude API: %w\", err)\n69\t\t}\n70\t\n71\t\tif len(msg.Content) == 0 {\n72\t\t\treturn nil, fmt.Errorf(\"empty response from claude\")\n73\t\t}\n74\t\n75\t\ttext := strings.TrimSpace(msg.Content[0].Text)\n76\t\t// Strip markdown code fences that Claude sometimes adds.\n77\t\tif strings.HasPrefix(text, \"```\") {\n78\t\t\tif i := strings.Index(text[3:], \"\\n\"); i >= 0 {\n79\t\t\t\ttext = strings.TrimSuffix(strings.TrimSpace(text[3+i+1:]), \"```\")\n80\t\t\t}\n81\t\t}\n82\t\n83\t\tvar a Assessment\n84\t\tif err := json.Unmarshal([]byte(text), &a); err != nil {\n85\t\t\treturn nil, fmt.Errorf(\"parsing response: %w (raw: %s)\", err, text)\n86\t\t}\n87\t\n88\t\treturn &a, nil\n89\t}\n90\t\n91\tfunc buildPrompt(user string, roles []string, reason string, tickets []string) string {\n92\t\tticketInfo := \"none\"\n93\t\tif len(tickets) > 0 {\n94\t\t\tticketInfo = strings.Join(tickets, \", \")\n95\t\t}\n96\t\n97\t\treturn fmt.Sprintf(`You are a security risk evaluator for Teleport access requests. Respond ONLY with a valid JSON object — no explanation, no markdown.\n98\t\n99\tAccess request details:\n100\t User: %s\n101\t Requested roles: %s\n102\t Reason provided: %q\n103\t JIRA tickets: %s\n104\t\n105\tRisk scoring rules:\n106\t 1–3 (low) — valid JIRA ticket (CUSTX-NNN or ITSM-NNN) AND a clear description with business justification\n107\t 4–6 (medium) — either a valid JIRA ticket OR a clear description, but not both\n108\t 7–10 (high) — no JIRA ticket AND no/vague description (single words or generic phrases like \"need access\" score 9–10)\n109\t\n110\tReturn exactly this JSON shape:\n111\t{\n112\t \"jira_ticket\": \"<ticket ID or null>\",\n113\t \"has_jira_ticket\": <true|false>,\n114\t \"description_quality\": \"<none|poor|fair|good|excellent>\",\n115\t \"risk_score\": <integer 1–10>,\n116\t \"risk_level\": \"<low|medium|high>\",\n117\t \"reasoning\": \"<one concise sentence>\"\n118\t}`,\n119\t\t\tuser,\n120\t\t\tstrings.Join(roles, \", \"),\n121\t\t\treason,\n122\t\t\tticketInfo,\n123\t\t)\n124\t}\n125\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"0c724899-4eba-4bc3-a413-173cc58c969e","timestamp":"2026-04-23T14:27:00.421Z","sourceToolAssistantUUID":"156b0881-2b06-46bb-8385-874f01f49a45","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"0c724899-4eba-4bc3-a413-173cc58c969e","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011EznXcrFVF2hQ7aetBG7hC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JN3RwQT6BHUDvkg6fSj3po","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1036,"cache_read_input_tokens":17792,"output_tokens":266,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":1036},"inference_geo":"","iterations":[{"input_tokens":5,"output_tokens":266,"cache_read_input_tokens":17792,"cache_creation_input_tokens":1036,"cache_creation":{"ephemeral_5m_input_tokens":1036,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrm6Ze285SxnDSFMGKW","type":"assistant","uuid":"bdb715f6-b211-4774-bbee-65282e38f59e","timestamp":"2026-04-23T14:27:00.422Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"bdb715f6-b211-4774-bbee-65282e38f59e","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JN3RwQT6BHUDvkg6fSj3po","type":"tool_result","content":"1\tpackage watcher\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"fmt\"\n6\t\t\"log/slog\"\n7\t\t\"time\"\n8\t\n9\t\t\"github.com/gravitational/teleport/api/client\"\n10\t\t\"github.com/gravitational/teleport/api/types\"\n11\t\t\"github.com/immuta/operations/services/televibe/internal/evaluator\"\n12\t)\n13\t\n14\tconst reconnectDelay = 5 * time.Second\n15\t\n16\t// Watcher streams pending Teleport access requests onto a channel.\n17\t// It reconnects automatically on watcher failure.\n18\ttype Watcher struct {\n19\t\tclient *client.Client\n20\t\trequests chan evaluator.Request\n21\t\tlogger *slog.Logger\n22\t}\n23\t\n24\tfunc New(ctx context.Context, addr, identityFile string, logger *slog.Logger) (*Watcher, error) {\n25\t\tclt, err := client.New(ctx, client.Config{\n26\t\t\tAddrs: []string{addr},\n27\t\t\tCredentials: []client.Credentials{\n28\t\t\t\tclient.LoadIdentityFile(identityFile),\n29\t\t\t},\n30\t\t})\n31\t\tif err != nil {\n32\t\t\treturn nil, fmt.Errorf(\"connecting to teleport: %w\", err)\n33\t\t}\n34\t\n35\t\tw := &Watcher{\n36\t\t\tclient: clt,\n37\t\t\trequests: make(chan evaluator.Request, 32),\n38\t\t\tlogger: logger,\n39\t\t}\n40\t\n41\t\tgo w.watch(ctx)\n42\t\treturn w, nil\n43\t}\n44\t\n45\t// Requests returns the channel of incoming pending access requests.\n46\tfunc (w *Watcher) Requests() <-chan evaluator.Request {\n47\t\treturn w.requests\n48\t}\n49\t\n50\t// Close shuts down the Teleport client.\n51\tfunc (w *Watcher) Close() {\n52\t\tw.client.Close()\n53\t}\n54\t\n55\tfunc (w *Watcher) watch(ctx context.Context) {\n56\t\tdefer close(w.requests)\n57\t\n58\t\tfor {\n59\t\t\tif err := w.watchOnce(ctx); err != nil {\n60\t\t\t\tif ctx.Err() != nil {\n61\t\t\t\t\treturn\n62\t\t\t\t}\n63\t\t\t\tw.logger.Error(\"watcher disconnected, reconnecting\", \"error\", err, \"delay\", reconnectDelay)\n64\t\t\t\tselect {\n65\t\t\t\tcase <-time.After(reconnectDelay):\n66\t\t\t\tcase <-ctx.Done():\n67\t\t\t\t\treturn\n68\t\t\t\t}\n69\t\t\t}\n70\t\t}\n71\t}\n72\t\n73\tfunc (w *Watcher) watchOnce(ctx context.Context) error {\n74\t\twatcher, err := w.client.NewWatcher(ctx, types.Watch{\n75\t\t\tKinds: []types.WatchKind{{Kind: types.KindAccessRequest}},\n76\t\t})\n77\t\tif err != nil {\n78\t\t\treturn fmt.Errorf(\"creating watcher: %w\", err)\n79\t\t}\n80\t\tdefer watcher.Close()\n81\t\n82\t\t// The first event must be OpInit confirming the watch is established.\n83\t\tselect {\n84\t\tcase event := <-watcher.Events():\n85\t\t\tif event.Type != types.OpInit {\n86\t\t\t\treturn fmt.Errorf(\"expected OpInit, got %v\", event.Type)\n87\t\t\t}\n88\t\t\tw.logger.Info(\"teleport watcher initialized\")\n89\t\tcase <-watcher.Done():\n90\t\t\treturn fmt.Errorf(\"watcher closed during init: %w\", watcher.Error())\n91\t\tcase <-ctx.Done():\n92\t\t\treturn ctx.Err()\n93\t\t}\n94\t\n95\t\tfor {\n96\t\t\tselect {\n97\t\t\tcase event := <-watcher.Events():\n98\t\t\t\tif event.Type != types.OpPut {\n99\t\t\t\t\tcontinue\n100\t\t\t\t}\n101\t\t\t\treq, ok := event.Resource.(types.AccessRequest)\n102\t\t\t\tif !ok {\n103\t\t\t\t\tcontinue\n104\t\t\t\t}\n105\t\t\t\t// Only forward newly-pending requests; ignore state transitions (approve/deny).\n106\t\t\t\tif req.GetState() != types.RequestState_PENDING {\n107\t\t\t\t\tcontinue\n108\t\t\t\t}\n109\t\t\t\tselect {\n110\t\t\t\tcase w.requests <- toRequest(req):\n111\t\t\t\tcase <-ctx.Done():\n112\t\t\t\t\treturn ctx.Err()\n113\t\t\t\t}\n114\t\t\tcase <-watcher.Done():\n115\t\t\t\treturn fmt.Errorf(\"watcher closed: %w\", watcher.Error())\n116\t\t\tcase <-ctx.Done():\n117\t\t\t\treturn ctx.Err()\n118\t\t\t}\n119\t\t}\n120\t}\n121\t\n122\tfunc toRequest(req types.AccessRequest) evaluator.Request {\n123\t\treturn evaluator.Request{\n124\t\t\tID: req.GetName(),\n125\t\t\tUser: req.GetUser(),\n126\t\t\tRoles: req.GetRoles(),\n127\t\t\tReason: req.GetRequestReason(),\n128\t\t}\n129\t}\n130\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"d38dd368-3b01-47ce-9854-ae5d104376d0","timestamp":"2026-04-23T14:27:00.432Z","sourceToolAssistantUUID":"bdb715f6-b211-4774-bbee-65282e38f59e","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"d38dd368-3b01-47ce-9854-ae5d104376d0","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01TnGJCXXsYF65EEqX5vZoDx","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me check for any persistence, telemetry, or database patterns in the codebase:"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":5186,"cache_read_input_tokens":18828,"cache_creation":{"ephemeral_5m_input_tokens":5186,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrmMt8WcJoJ46X1pfMU","type":"assistant","uuid":"222dd6ae-db36-4ed8-b419-b37c7dc5a10c","timestamp":"2026-04-23T14:27:01.824Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
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{"parentUuid":"1accf46b-b8be-4d4c-9834-17f07229d1bc","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DZeYncweaMD8AgwHj8CvQD","type":"tool_result","content":"/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator_test.go:\t\t\treason: \"I need access to the database\",","is_error":false}]},"uuid":"de266d2c-4c0d-43bd-bdbf-27e33ac67a98","timestamp":"2026-04-23T14:27:02.878Z","sourceToolAssistantUUID":"1accf46b-b8be-4d4c-9834-17f07229d1bc","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
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{"parentUuid":"79d41b13-fe9d-4ab3-9032-f21c64755d80","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01TnGJCXXsYF65EEqX5vZoDx","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01L3XtUmjvjHXaNnDn5xwebj","name":"Bash","input":{"command":"grep -r \"Approve\\|Deny\\|action\" /Users/steve.briggs/projects/operations/services/televibe --include=\"*.go\" 2>/dev/null | head -20"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":5186,"cache_read_input_tokens":18828,"output_tokens":297,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":5186},"inference_geo":"","iterations":[{"input_tokens":6,"output_tokens":297,"cache_read_input_tokens":18828,"cache_creation_input_tokens":5186,"cache_creation":{"ephemeral_5m_input_tokens":5186,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrmMt8WcJoJ46X1pfMU","type":"assistant","uuid":"c51e0e39-a70c-4f93-bd8e-d6f49bf35188","timestamp":"2026-04-23T14:27:03.125Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"79d41b13-fe9d-4ab3-9032-f21c64755d80","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Vom7zyLzGGh3r4ttunL1Ss","type":"tool_result","content":"(Bash completed with no output)","is_error":false}]},"uuid":"f9d297b8-812b-4e75-8b73-a9bb3ef98471","timestamp":"2026-04-23T14:27:03.214Z","sourceToolAssistantUUID":"79d41b13-fe9d-4ab3-9032-f21c64755d80","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"c51e0e39-a70c-4f93-bd8e-d6f49bf35188","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01L3XtUmjvjHXaNnDn5xwebj","type":"tool_result","content":"(Bash completed with no output)","is_error":false}]},"uuid":"13c16e25-ea15-41ed-ab5c-7a86a92974a5","timestamp":"2026-04-23T14:27:03.451Z","sourceToolAssistantUUID":"c51e0e39-a70c-4f93-bd8e-d6f49bf35188","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"13c16e25-ea15-41ed-ab5c-7a86a92974a5","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01J9V4S9nPWUfRnvKN5EsNK6","type":"message","role":"assistant","content":[{"type":"text","text":"Let me check the go.mod to understand dependencies and look for any additional code structure:"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":434,"cache_read_input_tokens":24014,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrmad6oPciJpFFRswiT","type":"assistant","uuid":"0347604b-fca1-4b9f-b4e2-551ff594d859","timestamp":"2026-04-23T14:27:04.630Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"0347604b-fca1-4b9f-b4e2-551ff594d859","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01J9V4S9nPWUfRnvKN5EsNK6","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Kcj8sd1JsW4u1JHAKkHVRJ","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/go.mod"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":434,"cache_read_input_tokens":24014,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrmad6oPciJpFFRswiT","type":"assistant","uuid":"756c98a2-798c-4105-9807-8b1cedf7890c","timestamp":"2026-04-23T14:27:04.855Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"756c98a2-798c-4105-9807-8b1cedf7890c","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Kcj8sd1JsW4u1JHAKkHVRJ","type":"tool_result","content":"1\tmodule github.com/immuta/operations/services/televibe\n2\t\n3\tgo 1.25.9\n4\t\n5\trequire (\n6\t\tgithub.com/anthropics/anthropic-sdk-go v1.37.0\n7\t\tgithub.com/aws/aws-sdk-go-v2/config v1.27.27\n8\t\tgithub.com/gravitational/teleport/api v0.0.0-20260422182531-ef25e8e6ba4d\n9\t\tgithub.com/stretchr/testify v1.11.1\n10\t)\n11\t\n12\trequire (\n13\t\tgithub.com/aws/aws-sdk-go-v2 v1.30.3 // indirect\n14\t\tgithub.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 // indirect\n15\t\tgithub.com/aws/aws-sdk-go-v2/credentials v1.17.27 // indirect\n16\t\tgithub.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11 // indirect\n17\t\tgithub.com/aws/aws-sdk-go-v2/internal/configsources v1.3.15 // indirect\n18\t\tgithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.15 // indirect\n19\t\tgithub.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 // indirect\n20\t\tgithub.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3 // indirect\n21\t\tgithub.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17 // indirect\n22\t\tgithub.com/aws/aws-sdk-go-v2/service/sso v1.22.4 // indirect\n23\t\tgithub.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4 // indirect\n24\t\tgithub.com/aws/aws-sdk-go-v2/service/sts v1.30.3 // indirect\n25\t\tgithub.com/aws/smithy-go v1.20.3 // indirect\n26\t\tgithub.com/beevik/etree v1.6.0 // indirect\n27\t\tgithub.com/cenkalti/backoff/v5 v5.0.3 // indirect\n28\t\tgithub.com/cespare/xxhash/v2 v2.3.0 // indirect\n29\t\tgithub.com/charlievieth/strcase v0.0.5 // indirect\n30\t\tgithub.com/coreos/go-semver v0.3.1 // indirect\n31\t\tgithub.com/davecgh/go-spew v1.1.1 // indirect\n32\t\tgithub.com/felixge/httpsnoop v1.0.4 // indirect\n33\t\tgithub.com/go-logr/logr v1.4.3 // indirect\n34\t\tgithub.com/go-logr/stdr v1.2.2 // indirect\n35\t\tgithub.com/go-piv/piv-go/v2 v2.5.0 // indirect\n36\t\tgithub.com/gobwas/httphead v0.1.0 // indirect\n37\t\tgithub.com/gobwas/pool v0.2.1 // indirect\n38\t\tgithub.com/gobwas/ws v1.4.0 // indirect\n39\t\tgithub.com/gogo/protobuf v1.3.2 // indirect\n40\t\tgithub.com/google/uuid v1.6.0 // indirect\n41\t\tgithub.com/gravitational/trace v1.5.3 // indirect\n42\t\tgithub.com/grpc-ecosystem/grpc-gateway/v2 v2.28.0 // indirect\n43\t\tgithub.com/jonboulle/clockwork v0.5.0 // indirect\n44\t\tgithub.com/mattermost/xml-roundtrip-validator v0.1.0 // indirect\n45\t\tgithub.com/pmezard/go-difflib v1.0.0 // indirect\n46\t\tgithub.com/russellhaering/gosaml2 v0.11.0 // indirect\n47\t\tgithub.com/russellhaering/goxmldsig v1.6.0 // indirect\n48\t\tgithub.com/tidwall/gjson v1.18.0 // indirect\n49\t\tgithub.com/tidwall/match v1.1.1 // indirect\n50\t\tgithub.com/tidwall/pretty v1.2.1 // indirect\n51\t\tgithub.com/tidwall/sjson v1.2.5 // indirect\n52\t\tgo.opentelemetry.io/auto/sdk v1.2.1 // indirect\n53\t\tgo.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.68.0 // indirect\n54\t\tgo.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.68.0 // indirect\n55\t\tgo.opentelemetry.io/otel v1.43.0 // indirect\n56\t\tgo.opentelemetry.io/otel/exporters/otlp/otlptrace v1.43.0 // indirect\n57\t\tgo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.43.0 // indirect\n58\t\tgo.opentelemetry.io/otel/metric v1.43.0 // indirect\n59\t\tgo.opentelemetry.io/otel/sdk v1.43.0 // indirect\n60\t\tgo.opentelemetry.io/otel/trace v1.43.0 // indirect\n61\t\tgo.opentelemetry.io/proto/otlp v1.10.0 // indirect\n62\t\tgolang.org/x/crypto v0.49.0 // indirect\n63\t\tgolang.org/x/net v0.52.0 // indirect\n64\t\tgolang.org/x/sync v0.20.0 // indirect\n65\t\tgolang.org/x/sys v0.42.0 // indirect\n66\t\tgolang.org/x/term v0.41.0 // indirect\n67\t\tgolang.org/x/text v0.35.0 // indirect\n68\t\tgoogle.golang.org/genproto/googleapis/api v0.0.0-20260401024825-9d38bb4040a9 // indirect\n69\t\tgoogle.golang.org/genproto/googleapis/rpc v0.0.0-20260406210006-6f92a3bedf2d // indirect\n70\t\tgoogle.golang.org/grpc v1.80.0 // indirect\n71\t\tgoogle.golang.org/protobuf v1.36.11 // indirect\n72\t\tgopkg.in/yaml.v2 v2.4.0 // indirect\n73\t\tgopkg.in/yaml.v3 v3.0.1 // indirect\n74\t)\n75\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"a7bb368d-3b02-40c3-a1cf-17c42e783071","timestamp":"2026-04-23T14:27:04.861Z","sourceToolAssistantUUID":"756c98a2-798c-4105-9807-8b1cedf7890c","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"a7bb368d-3b02-40c3-a1cf-17c42e783071","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01J9V4S9nPWUfRnvKN5EsNK6","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01418pEUwcbb78zo1dsPmNV4","name":"Bash","input":{"command":"find /Users/steve.briggs/projects/operations/services/televibe/internal -type f -name \"*.go\" | grep -v test"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":434,"cache_read_input_tokens":24014,"output_tokens":158,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":434},"inference_geo":"","iterations":[{"input_tokens":6,"output_tokens":158,"cache_read_input_tokens":24014,"cache_creation_input_tokens":434,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrmad6oPciJpFFRswiT","type":"assistant","uuid":"685c7c9c-c6c7-4006-871b-66fbcf379760","timestamp":"2026-04-23T14:27:05.052Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"685c7c9c-c6c7-4006-871b-66fbcf379760","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01418pEUwcbb78zo1dsPmNV4","type":"tool_result","content":"/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go\n/Users/steve.briggs/projects/operations/services/televibe/internal/config/config.go","is_error":false}]},"uuid":"2935d43e-5b47-49c0-912e-878dc918ca04","timestamp":"2026-04-23T14:27:05.608Z","sourceToolAssistantUUID":"685c7c9c-c6c7-4006-871b-66fbcf379760","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"2935d43e-5b47-49c0-912e-878dc918ca04","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_0184w8e2ArLL1PFtyS3ZKRrR","type":"message","role":"assistant","content":[{"type":"text","text":"Perfect. Now let me check for any action taken after evaluation (like approval/denial):"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2118,"cache_read_input_tokens":24448,"cache_creation":{"ephemeral_5m_input_tokens":2118,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrmjryMnS4dESNAxd5E","type":"assistant","uuid":"87c9fdbc-21d1-4039-a567-ac370246e2e3","timestamp":"2026-04-23T14:27:06.798Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"87c9fdbc-21d1-4039-a567-ac370246e2e3","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_0184w8e2ArLL1PFtyS3ZKRrR","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DSnsaSsaeR4Fx7oixRuvoM","name":"Bash","input":{"command":"grep -n \"Access\\|Request\\|action\\|approve\\|deny\\|state\" /Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go | head -20"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2118,"cache_read_input_tokens":24448,"output_tokens":121,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2118},"inference_geo":"","iterations":[{"input_tokens":6,"output_tokens":121,"cache_read_input_tokens":24448,"cache_creation_input_tokens":2118,"cache_creation":{"ephemeral_5m_input_tokens":2118,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrmjryMnS4dESNAxd5E","type":"assistant","uuid":"7a3bda35-e786-4082-b049-0b267dcfac3b","timestamp":"2026-04-23T14:27:07.169Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"7a3bda35-e786-4082-b049-0b267dcfac3b","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DSnsaSsaeR4Fx7oixRuvoM","type":"tool_result","content":"20:\trequests chan evaluator.Request\n37:\t\trequests: make(chan evaluator.Request, 32),\n45:// Requests returns the channel of incoming pending access requests.\n46:func (w *Watcher) Requests() <-chan evaluator.Request {\n75:\t\tKinds: []types.WatchKind{{Kind: types.KindAccessRequest}},\n101:\t\t\treq, ok := event.Resource.(types.AccessRequest)\n105:\t\t\t// Only forward newly-pending requests; ignore state transitions (approve/deny).\n106:\t\t\tif req.GetState() != types.RequestState_PENDING {\n110:\t\t\tcase w.requests <- toRequest(req):\n122:func toRequest(req types.AccessRequest) evaluator.Request {\n123:\treturn evaluator.Request{\n127:\t\tReason: req.GetRequestReason(),","is_error":false}]},"uuid":"6764ba92-fefd-46bd-b84c-1e792859a772","timestamp":"2026-04-23T14:27:07.479Z","sourceToolAssistantUUID":"7a3bda35-e786-4082-b049-0b267dcfac3b","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"6764ba92-fefd-46bd-b84c-1e792859a772","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01NVS3gtoWbrztD5LGrnxrDz","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me check the evaluator test to see what the expected usage pattern is:"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":334,"cache_read_input_tokens":26566,"cache_creation":{"ephemeral_5m_input_tokens":334,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CaLrmsrSTRXmFVr1fWWBG","type":"assistant","uuid":"98b28771-5cdd-4baf-8ed6-e994659ae69f","timestamp":"2026-04-23T14:27:08.795Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"98b28771-5cdd-4baf-8ed6-e994659ae69f","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01NVS3gtoWbrztD5LGrnxrDz","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018NuhC3LPc7eBzRwfnJGGgW","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator_test.go"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":334,"cache_read_input_tokens":26566,"output_tokens":98,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":334},"inference_geo":"","iterations":[{"input_tokens":5,"output_tokens":98,"cache_read_input_tokens":26566,"cache_creation_input_tokens":334,"cache_creation":{"ephemeral_5m_input_tokens":334,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrmsrSTRXmFVr1fWWBG","type":"assistant","uuid":"869962d4-4d3e-4a3f-95eb-f2eff4152cfd","timestamp":"2026-04-23T14:27:08.903Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"869962d4-4d3e-4a3f-95eb-f2eff4152cfd","isSidechain":true,"promptId":"d8dfd02f-79f4-4acc-9e41-734528093790","agentId":"a71ca49e9a9d25f98","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018NuhC3LPc7eBzRwfnJGGgW","type":"tool_result","content":"1\tpackage evaluator\n2\t\n3\timport (\n4\t\t\"testing\"\n5\t\n6\t\t\"github.com/stretchr/testify/assert\"\n7\t)\n8\t\n9\tfunc TestBuildPrompt_JiraTickets(t *testing.T) {\n10\t\ttests := []struct {\n11\t\t\tname string\n12\t\t\treason string\n13\t\t\twantTickets []string\n14\t\t}{\n15\t\t\t{\n16\t\t\t\tname: \"CUSTX ticket\",\n17\t\t\t\treason: \"Working on CUSTX-1234 customer migration\",\n18\t\t\t\twantTickets: []string{\"CUSTX-1234\"},\n19\t\t\t},\n20\t\t\t{\n21\t\t\t\tname: \"ITSM ticket\",\n22\t\t\t\treason: \"Resolving ITSM-9999 outage\",\n23\t\t\t\twantTickets: []string{\"ITSM-9999\"},\n24\t\t\t},\n25\t\t\t{\n26\t\t\t\tname: \"multiple tickets\",\n27\t\t\t\treason: \"CUSTX-100 and ITSM-200 both require this\",\n28\t\t\t\twantTickets: []string{\"CUSTX-100\", \"ITSM-200\"},\n29\t\t\t},\n30\t\t\t{\n31\t\t\t\tname: \"case insensitive\",\n32\t\t\t\treason: \"custx-555 access needed\",\n33\t\t\t\twantTickets: []string{\"custx-555\"},\n34\t\t\t},\n35\t\t\t{\n36\t\t\t\tname: \"no ticket\",\n37\t\t\t\treason: \"I need access to the database\",\n38\t\t\t\twantTickets: nil,\n39\t\t\t},\n40\t\t\t{\n41\t\t\t\tname: \"unrelated pattern\",\n42\t\t\t\treason: \"PROJ-123 is not a valid project\",\n43\t\t\t\twantTickets: nil,\n44\t\t\t},\n45\t\t}\n46\t\n47\t\tfor _, tt := range tests {\n48\t\t\tt.Run(tt.name, func(t *testing.T) {\n49\t\t\t\tgot := jiraPattern.FindAllString(tt.reason, -1)\n50\t\t\t\tassert.Equal(t, tt.wantTickets, got)\n51\t\t\t})\n52\t\t}\n53\t}\n54\t\n55\tfunc TestBuildPrompt_ContainsRequiredFields(t *testing.T) {\n56\t\tprompt := buildPrompt(\"alice\", []string{\"prod-db-readonly\", \"prod-k8s-viewer\"}, \"ITSM-42 emergency access needed\", []string{\"ITSM-42\"})\n57\t\n58\t\tassert.Contains(t, prompt, \"alice\")\n59\t\tassert.Contains(t, prompt, \"prod-db-readonly\")\n60\t\tassert.Contains(t, prompt, \"prod-k8s-viewer\")\n61\t\tassert.Contains(t, prompt, \"ITSM-42\")\n62\t\tassert.Contains(t, prompt, \"risk_score\")\n63\t\tassert.Contains(t, prompt, \"reasoning\")\n64\t}\n65\t\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n</system-reminder>\n"}]},"uuid":"2b21bb8e-8c21-4a73-98d7-303f54ed602e","timestamp":"2026-04-23T14:27:08.911Z","sourceToolAssistantUUID":"869962d4-4d3e-4a3f-95eb-f2eff4152cfd","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
{"parentUuid":"2b21bb8e-8c21-4a73-98d7-303f54ed602e","isSidechain":true,"agentId":"a71ca49e9a9d25f98","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01A2TGnr19wNN9Rcfaery2gb","type":"message","role":"assistant","content":[{"type":"text","text":"Excellent. Now I have a complete picture. Let me provide a concise summary:\n\n---\n\n## Televibe Architecture Summary\n\n**Purpose (main.go, config.go, evaluator/):**\nTelevibe is a security risk evaluator for Teleport access requests. It streams pending access requests from Teleport, uses Claude (via Anthropic API or AWS Bedrock) to assign a risk score and risk level based on JIRA ticket presence and description quality, and logs the assessment. It runs as a long-lived daemon that continuously monitors and evaluates access requests in real time.\n\n**Risk Assessment / Evaluator (evaluator.go):**\n- **Inputs:** User identity (string), roles (string array), and request reason text (searched for JIRA ticket patterns)\n- **Output:** `Assessment` struct containing risk_score (1–10 integer), risk_level (\"low\"/\"medium\"/\"high\"), description_quality, JIRA ticket details, and reasoning. Rules: 1–3 (low) requires both ticket AND clear description; 4–6 (medium) has one but not both; 7–10 (high) lacks both.\n- **Destination:** Currently logged only via slog JSON to stdout (main.go:76–86). No persistence, no Teleport action sent back, no external storage.\n\n**Watcher (watcher.go):**\n**Event-driven streaming (not polling).** Creates a Teleport watcher (watcher.go:74–80) that listens for `OpPut` events and filters to only `PENDING` state access requests (line 106). Reconnects automatically on failure with 5-second backoff (line 14). Routes requests through buffered channel (capacity 32, line 37).\n\n**Persistence:**\n**None.** No database, cache, file storage, or in-memory state. Each evaluation is evaluated independently and logged; there is no record kept. The assessment result is not stored or acted upon—it's only logged and discarded.\n\n**Telemetry/Metrics:**\n**Minimal.** Uses only structured JSON logging via slog (main.go:20). Go.mod includes OpenTelemetry dependencies (line 52–60) but they are **not imported or used in the code**. No Prometheus metrics, no custom instrumentation, no event exports.\n\n**User Identification:**\n**Teleport username** (extracted as `User` from the Teleport AccessRequest; see watcher.go:125). Not email, not UUID—the Teleport credential identity.\n\n---\n\n**Key for reputation score design:** The current system evaluates requests ephemerally and discards results. To add reputation scoring, you'd need to (1) persist assessments (database/cache with user + timestamp), (2) aggregate historical scores, (3) decide where to store reputation state (new table? Redis? in-memory with durability?), and (4) optionally feed aggregated reputation back into Claude's context to influence future evaluations."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":895,"cache_read_input_tokens":26900,"output_tokens":679,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":895},"inference_geo":"","iterations":[{"input_tokens":5,"output_tokens":679,"cache_read_input_tokens":26900,"cache_creation_input_tokens":895,"cache_creation":{"ephemeral_5m_input_tokens":895,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"}},"requestId":"req_011CaLrmzACa5RQNtC7cecSP","type":"assistant","uuid":"1c2b741b-b2f4-4261-88e2-e5a44c3b4411","timestamp":"2026-04-23T14:27:18.684Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/operations/services/televibe","sessionId":"526f3010-aee1-4ad2-a0d1-6311d8551695","version":"2.1.118","gitBranch":"televibe-no-cap-fr-fr"}
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