type: user

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.

Specifically, please report back concisely (under 400 words) on:

1. What televibe does — one-paragraph summary of its purpose based on main.go, config.go, and the watcher/evaluator packages.
2. 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.
3. The watcher — is it polling Teleport access requests? Listening to events?
4. Any existing persistence — does televibe currently read/write state anywhere (DB, file, in-memory only)? This is the critical question for storage design.
5. Any existing metrics/telemetry — does it already emit OpenTelemetry, Prometheus, structured logs, etc? List what's there.
6. How the user is identified in a request (email? UUID? Teleport username?).

Just exploration — no code changes. Report file paths with line numbers where relevant so I can jump to specifics later.

userType: external

entrypoint: cli

gitBranch: televibe-no-cap-fr-fr


type: message

role: assistant

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.

service_tier: standard

type: assistant


Bash

command: find /Users/steve.briggs/projects/operations/services/televibe -type f -name "*.go" | head -20

type: direct


content:
/Users/steve.briggs/projects/operations/services/televibe/main.go
/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator_test.go
/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator.go
/Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go
/Users/steve.briggs/projects/operations/services/televibe/internal/config/config.go
/Users/steve.briggs/projects/operations/services/televibe/internal/config/config_test.go


text: Now let me read the key files to understand the architecture:


content:
1	package main
2
3	import (
4		"context"
5		"log/slog"
6		"os"
7		"os/signal"
8		"syscall"
9
10		"github.com/anthropics/anthropic-sdk-go"
11		"github.com/anthropics/anthropic-sdk-go/bedrock"
12		"github.com/anthropics/anthropic-sdk-go/option"
13		awsconfig "github.com/aws/aws-sdk-go-v2/config"
14		"github.com/immuta/operations/services/televibe/internal/config"
15		"github.com/immuta/operations/services/televibe/internal/evaluator"
16		"github.com/immuta/operations/services/televibe/internal/watcher"
17	)
18
19	func main() {
20		logger := slog.New(slog.NewJSONHandler(os.Stdout, nil))
21
22		cfg, err := config.Load()
23		if err != nil {
24			logger.Error("configuration error", "error", err)
25			os.Exit(1)
26		}
27
28		var anthropicClient anthropic.Client
29		switch cfg.LLMProvider {
30		case config.ProviderBedrock:
31			opts := []func(*awsconfig.LoadOptions) error{}
32			if cfg.BedrockRegion != "" {
33				opts = append(opts, awsconfig.WithRegion(cfg.BedrockRegion))
34			}
35			anthropicClient = anthropic.NewClient(bedrock.WithLoadDefaultConfig(context.Background(), opts...))
36			logger.Info("using AWS Bedrock", "region", cfg.BedrockRegion, "model", cfg.ClaudeModel)
37		default:
38			anthropicClient = anthropic.NewClient(option.WithAPIKey(cfg.AnthropicAPIKey))
39			logger.Info("using Anthropic API", "model", cfg.ClaudeModel)
40		}
41
42		eval := evaluator.New(anthropicClient, cfg.ClaudeModel)
43
44		ctx, cancel := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM)
45		defer cancel()
46
47		w, err := watcher.New(ctx, cfg.TeleportAddr, cfg.TeleportIdentityFile, logger)
48		if err != nil {
49			logger.Error("failed to connect to teleport", "error", err)
50			os.Exit(1)
51		}
52		defer w.Close()
53
54		logger.Info("televibe started", "teleport_addr", cfg.TeleportAddr, "model", cfg.ClaudeModel)
55
56		for {
57			select {
58			case req, ok := <-w.Requests():
59				if !ok {
60					return
61				}
62				go evaluate(ctx, eval, req, logger)
63			case <-ctx.Done():
64				return
65			}
66		}
67	}
68
69	func evaluate(ctx context.Context, eval *evaluator.Evaluator, req evaluator.Request, logger *slog.Logger) {
70		a, err := eval.Evaluate(ctx, req)
71		if err != nil {
72			logger.Error("evaluation failed", "request_id", req.ID, "user", req.User, "error", err)
73			return
74		}
75
76		logger.Info("access request evaluated",
77			"request_id", req.ID,
78			"user", req.User,
79			"roles", req.Roles,
80			"risk_score", a.RiskScore,
81			"risk_level", a.RiskLevel,
82			"has_jira_ticket", a.HasJIRATicket,
83			"jira_ticket", a.JIRATicket,
84			"description_quality", a.DescriptionQuality,
85			"reasoning", a.Reasoning,
86		)
87	}
88

<system-reminder>
Whenever 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.
</system-reminder>


content:
1	package config
2
3	import (
4		"errors"
5		"os"
6	)
7
8	const (
9		ProviderAnthropic = "anthropic"
10		ProviderBedrock   = "bedrock"
11
12		defaultModelAnthropic = "claude-sonnet-4-6"
13		// Bedrock model IDs use cross-region inference profile format.
14		// Override with CLAUDE_MODEL if you need a different version.
15		defaultModelBedrock = "us.anthropic.claude-3-5-sonnet-20241022-v2:0"
16	)
17
18	type Config struct {
19		TeleportAddr         string
20		TeleportIdentityFile string
21		LLMProvider          string // "anthropic" (default) or "bedrock"
22		AnthropicAPIKey      string // required when LLMProvider == "anthropic"
23		BedrockRegion        string // optional; falls back to AWS_DEFAULT_REGION / profile
24		ClaudeModel          string
25	}
26
27	func Load() (*Config, error) {
28		cfg := &Config{
29			TeleportAddr:         os.Getenv("TELEPORT_ADDR"),
30			TeleportIdentityFile: os.Getenv("TELEPORT_IDENTITY_FILE"),
31			LLMProvider:          os.Getenv("LLM_PROVIDER"),
32			AnthropicAPIKey:      os.Getenv("ANTHROPIC_API_KEY"),
33			BedrockRegion:        os.Getenv("BEDROCK_REGION"),
34			ClaudeModel:          os.Getenv("CLAUDE_MODEL"),
35		}
36
37		if cfg.LLMProvider == "" {
38			cfg.LLMProvider = ProviderAnthropic
39		}
40
41		if cfg.ClaudeModel == "" {
42			switch cfg.LLMProvider {
43			case ProviderBedrock:
44				cfg.ClaudeModel = defaultModelBedrock
45			default:
46				cfg.ClaudeModel = defaultModelAnthropic
47			}
48		}
49
50		if cfg.TeleportAddr == "" {
51			return nil, errors.New("TELEPORT_ADDR is required")
52		}
53		if cfg.TeleportIdentityFile == "" {
54			return nil, errors.New("TELEPORT_IDENTITY_FILE is required")
55		}
56
57		switch cfg.LLMProvider {
58		case ProviderAnthropic:
59			if cfg.AnthropicAPIKey == "" {
60				return nil, errors.New("ANTHROPIC_API_KEY is required when LLM_PROVIDER=anthropic")
61			}
62		case ProviderBedrock:
63			// credentials come from the standard AWS credential chain
64		default:
65			return nil, errors.New("LLM_PROVIDER must be 'anthropic' or 'bedrock'")
66		}
67
68		return cfg, nil
69	}
70

<system-reminder>
Whenever 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.
</system-reminder>


speed: standard


content:
1	package evaluator
2
3	import (
4		"context"
5		"encoding/json"
6		"fmt"
7		"regexp"
8		"strings"
9
10		"github.com/anthropics/anthropic-sdk-go"
11	)
12
13	// jiraPattern matches CUSTX-NNNN and ITSM-NNNN ticket references (case-insensitive).
14	var jiraPattern = regexp.MustCompile(`(?i)\b(CUSTX|ITSM)-\d+\b`)
15
16	// RiskLevel represents the severity of an access request.
17	type RiskLevel string
18
19	const (
20		RiskLow    RiskLevel = "low"
21		RiskMedium RiskLevel = "medium"
22		RiskHigh   RiskLevel = "high"
23	)
24
25	// Assessment is the structured output of a Claude risk evaluation.
26	type Assessment struct {
27		JIRATicket         string    `json:"jira_ticket"`
28		HasJIRATicket      bool      `json:"has_jira_ticket"`
29		DescriptionQuality string    `json:"description_quality"`
30		RiskScore          int       `json:"risk_score"`
31		RiskLevel          RiskLevel `json:"risk_level"`
32		Reasoning          string    `json:"reasoning"`
33	}
34
35	// Request holds the access request fields that the evaluator needs.
36	type Request struct {
37		ID     string
38		User   string
39		Roles  []string
40		Reason string
41	}
42
43	// Evaluator calls Claude to assign a risk score to a Teleport access request.
44	type Evaluator struct {
45		client anthropic.Client
46		model  string
47	}
48
49	func New(client anthropic.Client, model string) *Evaluator {
50		return &Evaluator{client: client, model: model}
51	}
52
53	func (e *Evaluator) Evaluate(ctx context.Context, req Request) (*Assessment, error) {
54		tickets := jiraPattern.FindAllString(req.Reason, -1)
55		prompt := buildPrompt(req.User, req.Roles, req.Reason, tickets)
56
57		msg, err := e.client.Messages.New(ctx, anthropic.MessageNewParams{
58			Model:     e.model,
59			MaxTokens: 512,
60			System: []anthropic.TextBlockParam{
61				{Text: "You are a security risk evaluator for Teleport access requests. Respond only with valid JSON."},
62			},
63			Messages: []anthropic.MessageParam{
64				anthropic.NewUserMessage(anthropic.NewTextBlock(prompt)),
65			},
66		})
67		if err != nil {
68			return nil, fmt.Errorf("claude API: %w", err)
69		}
70
71		if len(msg.Content) == 0 {
72			return nil, fmt.Errorf("empty response from claude")
73		}
74
75		text := strings.TrimSpace(msg.Content[0].Text)
76		// Strip markdown code fences that Claude sometimes adds.
77		if strings.HasPrefix(text, "```") {
78			if i := strings.Index(text[3:], "\n"); i >= 0 {
79				text = strings.TrimSuffix(strings.TrimSpace(text[3+i+1:]), "```")
80			}
81		}
82
83		var a Assessment
84		if err := json.Unmarshal([]byte(text), &a); err != nil {
85			return nil, fmt.Errorf("parsing response: %w (raw: %s)", err, text)
86		}
87
88		return &a, nil
89	}
90
91	func buildPrompt(user string, roles []string, reason string, tickets []string) string {
92		ticketInfo := "none"
93		if len(tickets) > 0 {
94			ticketInfo = strings.Join(tickets, ", ")
95		}
96
97		return fmt.Sprintf(`You are a security risk evaluator for Teleport access requests. Respond ONLY with a valid JSON object — no explanation, no markdown.
98
99	Access request details:
100	  User:            %s
101	  Requested roles: %s
102	  Reason provided: %q
103	  JIRA tickets:    %s
104
105	Risk scoring rules:
106	  1–3  (low)    — valid JIRA ticket (CUSTX-NNN or ITSM-NNN) AND a clear description with business justification
107	  4–6  (medium) — either a valid JIRA ticket OR a clear description, but not both
108	  7–10 (high)   — no JIRA ticket AND no/vague description (single words or generic phrases like "need access" score 9–10)
109
110	Return exactly this JSON shape:
111	{
112	  "jira_ticket":          "<ticket ID or null>",
113	  "has_jira_ticket":      <true|false>,
114	  "description_quality":  "<none|poor|fair|good|excellent>",
115	  "risk_score":           <integer 1–10>,
116	  "risk_level":           "<low|medium|high>",
117	  "reasoning":            "<one concise sentence>"
118	}`,
119			user,
120			strings.Join(roles, ", "),
121			reason,
122			ticketInfo,
123		)
124	}
125

<system-reminder>
Whenever 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.
</system-reminder>


content:
1	package watcher
2
3	import (
4		"context"
5		"fmt"
6		"log/slog"
7		"time"
8
9		"github.com/gravitational/teleport/api/client"
10		"github.com/gravitational/teleport/api/types"
11		"github.com/immuta/operations/services/televibe/internal/evaluator"
12	)
13
14	const reconnectDelay = 5 * time.Second
15
16	// Watcher streams pending Teleport access requests onto a channel.
17	// It reconnects automatically on watcher failure.
18	type Watcher struct {
19		client   *client.Client
20		requests chan evaluator.Request
21		logger   *slog.Logger
22	}
23
24	func New(ctx context.Context, addr, identityFile string, logger *slog.Logger) (*Watcher, error) {
25		clt, err := client.New(ctx, client.Config{
26			Addrs: []string{addr},
27			Credentials: []client.Credentials{
28				client.LoadIdentityFile(identityFile),
29			},
30		})
31		if err != nil {
32			return nil, fmt.Errorf("connecting to teleport: %w", err)
33		}
34
35		w := &Watcher{
36			client:   clt,
37			requests: make(chan evaluator.Request, 32),
38			logger:   logger,
39		}
40
41		go w.watch(ctx)
42		return w, nil
43	}
44
45	// Requests returns the channel of incoming pending access requests.
46	func (w *Watcher) Requests() <-chan evaluator.Request {
47		return w.requests
48	}
49
50	// Close shuts down the Teleport client.
51	func (w *Watcher) Close() {
52		w.client.Close()
53	}
54
55	func (w *Watcher) watch(ctx context.Context) {
56		defer close(w.requests)
57
58		for {
59			if err := w.watchOnce(ctx); err != nil {
60				if ctx.Err() != nil {
61					return
62				}
63				w.logger.Error("watcher disconnected, reconnecting", "error", err, "delay", reconnectDelay)
64				select {
65				case <-time.After(reconnectDelay):
66				case <-ctx.Done():
67					return
68				}
69			}
70		}
71	}
72
73	func (w *Watcher) watchOnce(ctx context.Context) error {
74		watcher, err := w.client.NewWatcher(ctx, types.Watch{
75			Kinds: []types.WatchKind{{Kind: types.KindAccessRequest}},
76		})
77		if err != nil {
78			return fmt.Errorf("creating watcher: %w", err)
79		}
80		defer watcher.Close()
81
82		// The first event must be OpInit confirming the watch is established.
83		select {
84		case event := <-watcher.Events():
85			if event.Type != types.OpInit {
86				return fmt.Errorf("expected OpInit, got %v", event.Type)
87			}
88			w.logger.Info("teleport watcher initialized")
89		case <-watcher.Done():
90			return fmt.Errorf("watcher closed during init: %w", watcher.Error())
91		case <-ctx.Done():
92			return ctx.Err()
93		}
94
95		for {
96			select {
97			case event := <-watcher.Events():
98				if event.Type != types.OpPut {
99					continue
100				}
101				req, ok := event.Resource.(types.AccessRequest)
102				if !ok {
103					continue
104				}
105				// Only forward newly-pending requests; ignore state transitions (approve/deny).
106				if req.GetState() != types.RequestState_PENDING {
107					continue
108				}
109				select {
110				case w.requests <- toRequest(req):
111				case <-ctx.Done():
112					return ctx.Err()
113				}
114			case <-watcher.Done():
115				return fmt.Errorf("watcher closed: %w", watcher.Error())
116			case <-ctx.Done():
117				return ctx.Err()
118			}
119		}
120	}
121
122	func toRequest(req types.AccessRequest) evaluator.Request {
123		return evaluator.Request{
124			ID:     req.GetName(),
125			User:   req.GetUser(),
126			Roles:  req.GetRoles(),
127			Reason: req.GetRequestReason(),
128		}
129	}
130

<system-reminder>
Whenever 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.
</system-reminder>


text: Now let me check for any persistence, telemetry, or database patterns in the codebase:


command: grep -r "database\|DB\|sql\|store\|persist\|cache\|redis\|postgres" /Users/steve.briggs/projects/operations/services/televibe --include="*.go" 2>/dev/null


content: /Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator_test.go:			reason:      "I need access to the database",


command: grep -r "prometheus\|otel\|metric\|telemetry\|histogram\|counter\|gauge" /Users/steve.briggs/projects/operations/services/televibe --include="*.go" 2>/dev/null


command: grep -r "Approve\|Deny\|action" /Users/steve.briggs/projects/operations/services/televibe --include="*.go" 2>/dev/null | head -20


content: (Bash completed with no output)


text: Let me check the go.mod to understand dependencies and look for any additional code structure:


content:
1	module github.com/immuta/operations/services/televibe
2
3	go 1.25.9
4
5	require (
6		github.com/anthropics/anthropic-sdk-go v1.37.0
7		github.com/aws/aws-sdk-go-v2/config v1.27.27
8		github.com/gravitational/teleport/api v0.0.0-20260422182531-ef25e8e6ba4d
9		github.com/stretchr/testify v1.11.1
10	)
11
12	require (
13		github.com/aws/aws-sdk-go-v2 v1.30.3 // indirect
14		github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.3 // indirect
15		github.com/aws/aws-sdk-go-v2/credentials v1.17.27 // indirect
16		github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11 // indirect
17		github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.15 // indirect
18		github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.15 // indirect
19		github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 // indirect
20		github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3 // indirect
21		github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17 // indirect
22		github.com/aws/aws-sdk-go-v2/service/sso v1.22.4 // indirect
23		github.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4 // indirect
24		github.com/aws/aws-sdk-go-v2/service/sts v1.30.3 // indirect
25		github.com/aws/smithy-go v1.20.3 // indirect
26		github.com/beevik/etree v1.6.0 // indirect
27		github.com/cenkalti/backoff/v5 v5.0.3 // indirect
28		github.com/cespare/xxhash/v2 v2.3.0 // indirect
29		github.com/charlievieth/strcase v0.0.5 // indirect
30		github.com/coreos/go-semver v0.3.1 // indirect
31		github.com/davecgh/go-spew v1.1.1 // indirect
32		github.com/felixge/httpsnoop v1.0.4 // indirect
33		github.com/go-logr/logr v1.4.3 // indirect
34		github.com/go-logr/stdr v1.2.2 // indirect
35		github.com/go-piv/piv-go/v2 v2.5.0 // indirect
36		github.com/gobwas/httphead v0.1.0 // indirect
37		github.com/gobwas/pool v0.2.1 // indirect
38		github.com/gobwas/ws v1.4.0 // indirect
39		github.com/gogo/protobuf v1.3.2 // indirect
40		github.com/google/uuid v1.6.0 // indirect
41		github.com/gravitational/trace v1.5.3 // indirect
42		github.com/grpc-ecosystem/grpc-gateway/v2 v2.28.0 // indirect
43		github.com/jonboulle/clockwork v0.5.0 // indirect
44		github.com/mattermost/xml-roundtrip-validator v0.1.0 // indirect
45		github.com/pmezard/go-difflib v1.0.0 // indirect
46		github.com/russellhaering/gosaml2 v0.11.0 // indirect
47		github.com/russellhaering/goxmldsig v1.6.0 // indirect
48		github.com/tidwall/gjson v1.18.0 // indirect
49		github.com/tidwall/match v1.1.1 // indirect
50		github.com/tidwall/pretty v1.2.1 // indirect
51		github.com/tidwall/sjson v1.2.5 // indirect
52		go.opentelemetry.io/auto/sdk v1.2.1 // indirect
53		go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.68.0 // indirect
54		go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.68.0 // indirect
55		go.opentelemetry.io/otel v1.43.0 // indirect
56		go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.43.0 // indirect
57		go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.43.0 // indirect
58		go.opentelemetry.io/otel/metric v1.43.0 // indirect
59		go.opentelemetry.io/otel/sdk v1.43.0 // indirect
60		go.opentelemetry.io/otel/trace v1.43.0 // indirect
61		go.opentelemetry.io/proto/otlp v1.10.0 // indirect
62		golang.org/x/crypto v0.49.0 // indirect
63		golang.org/x/net v0.52.0 // indirect
64		golang.org/x/sync v0.20.0 // indirect
65		golang.org/x/sys v0.42.0 // indirect
66		golang.org/x/term v0.41.0 // indirect
67		golang.org/x/text v0.35.0 // indirect
68		google.golang.org/genproto/googleapis/api v0.0.0-20260401024825-9d38bb4040a9 // indirect
69		google.golang.org/genproto/googleapis/rpc v0.0.0-20260406210006-6f92a3bedf2d // indirect
70		google.golang.org/grpc v1.80.0 // indirect
71		google.golang.org/protobuf v1.36.11 // indirect
72		gopkg.in/yaml.v2 v2.4.0 // indirect
73		gopkg.in/yaml.v3 v3.0.1 // indirect
74	)
75

<system-reminder>
Whenever 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.
</system-reminder>


command: find /Users/steve.briggs/projects/operations/services/televibe/internal -type f -name "*.go" | grep -v test


content:
/Users/steve.briggs/projects/operations/services/televibe/internal/evaluator/evaluator.go
/Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go
/Users/steve.briggs/projects/operations/services/televibe/internal/config/config.go


text: Perfect. Now let me check for any action taken after evaluation (like approval/denial):


command: grep -n "Access\|Request\|action\|approve\|deny\|state" /Users/steve.briggs/projects/operations/services/televibe/internal/watcher/watcher.go | head -20


content:
20:	requests chan evaluator.Request
37:		requests: make(chan evaluator.Request, 32),
45:// Requests returns the channel of incoming pending access requests.
46:func (w *Watcher) Requests() <-chan evaluator.Request {
75:		Kinds: []types.WatchKind{{Kind: types.KindAccessRequest}},
101:			req, ok := event.Resource.(types.AccessRequest)
105:			// Only forward newly-pending requests; ignore state transitions (approve/deny).
106:			if req.GetState() != types.RequestState_PENDING {
110:			case w.requests <- toRequest(req):
122:func toRequest(req types.AccessRequest) evaluator.Request {
123:	return evaluator.Request{
127:		Reason: req.GetRequestReason(),


text: Now let me check the evaluator test to see what the expected usage pattern is:


content:
1	package evaluator
2
3	import (
4		"testing"
5
6		"github.com/stretchr/testify/assert"
7	)
8
9	func TestBuildPrompt_JiraTickets(t *testing.T) {
10		tests := []struct {
11			name        string
12			reason      string
13			wantTickets []string
14		}{
15			{
16				name:        "CUSTX ticket",
17				reason:      "Working on CUSTX-1234 customer migration",
18				wantTickets: []string{"CUSTX-1234"},
19			},
20			{
21				name:        "ITSM ticket",
22				reason:      "Resolving ITSM-9999 outage",
23				wantTickets: []string{"ITSM-9999"},
24			},
25			{
26				name:        "multiple tickets",
27				reason:      "CUSTX-100 and ITSM-200 both require this",
28				wantTickets: []string{"CUSTX-100", "ITSM-200"},
29			},
30			{
31				name:        "case insensitive",
32				reason:      "custx-555 access needed",
33				wantTickets: []string{"custx-555"},
34			},
35			{
36				name:        "no ticket",
37				reason:      "I need access to the database",
38				wantTickets: nil,
39			},
40			{
41				name:        "unrelated pattern",
42				reason:      "PROJ-123 is not a valid project",
43				wantTickets: nil,
44			},
45		}
46
47		for _, tt := range tests {
48			t.Run(tt.name, func(t *testing.T) {
49				got := jiraPattern.FindAllString(tt.reason, -1)
50				assert.Equal(t, tt.wantTickets, got)
51			})
52		}
53	}
54
55	func TestBuildPrompt_ContainsRequiredFields(t *testing.T) {
56		prompt := buildPrompt("alice", []string{"prod-db-readonly", "prod-k8s-viewer"}, "ITSM-42 emergency access needed", []string{"ITSM-42"})
57
58		assert.Contains(t, prompt, "alice")
59		assert.Contains(t, prompt, "prod-db-readonly")
60		assert.Contains(t, prompt, "prod-k8s-viewer")
61		assert.Contains(t, prompt, "ITSM-42")
62		assert.Contains(t, prompt, "risk_score")
63		assert.Contains(t, prompt, "reasoning")
64	}
65

<system-reminder>
Whenever 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.
</system-reminder>


text:
Excellent. Now I have a complete picture. Let me provide a concise summary:

---

## Televibe Architecture Summary

**Purpose (main.go, config.go, evaluator/):**
Televibe 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.

**Risk Assessment / Evaluator (evaluator.go):**
- **Inputs:** User identity (string), roles (string array), and request reason text (searched for JIRA ticket patterns)
- **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.
- **Destination:** Currently logged only via slog JSON to stdout (main.go:76–86). No persistence, no Teleport action sent back, no external storage.

**Watcher (watcher.go):**
**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).

**Persistence:**
**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.

**Telemetry/Metrics:**
**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.

**User Identification:**
**Teleport username** (extracted as `User` from the Teleport AccessRequest; see watcher.go:125). Not email, not UUID—the Teleport credential identity.

---

**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.