When Jev Returns 429: Decide Fail-Open or Fail-Closed First
A Jev rate limit will stall your gates. Write each gate's fail mode first, budget both TypeSafe limits fleet-wide, and cap SDK retries inside the deadline.
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Fan Out Jev Judgments, Compose Policy in Code
Jev API questions belong in one call: keyed Nouls, Choices and Scores return a decision vector. Compose policy in code, validate IDs, retire yes/no subagents.
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Shadow-Mode Jev Before It Skips Your CI Tests
AI CI test selection with Jev starts in shadow: count false skips against real failures, canary on a slice, and pin the action by SHA before you enforce.
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Jev Soft-Ranks Skills — Agents Still Decide
Jev skill selection without hiding skills: gate on need, shortlist three, inject one suggestion line, let the agent decide, and log every override it makes.
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Jev Isn’t a Chatbot — Stop Routing Like One
TypeSafe Jev belongs in a decision seat, not a reply seat. Sort fleet decisions with four tests, keep judges and compactors off it, and ship the table.
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LiteLLM MCP on the KEV List: A Patch Clock for Agent Gateways
The LiteLLM MCP vulnerability hit CISA KEV on Sep 2. Block /mcp/ at the proxy, start the clock at the advisory, and prove a forged Bearer now gets a 401.
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Unauthored Hooks Are Persistence: Remove Them and Prove They Stay Gone
Claude Code hooks malware survives a declined consent prompt. Baseline hooks, logon tasks and PATH shims off-box, allowlist helpers, prove removal holds.
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Vendor Permission Verdicts: Which Ones Still Need Your Approval?
Claude Managed Agents permission policy verdicts, normalized: log allows and denials as evidence, queue only real asks, and mark unseen verdicts unavailable.
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AI Credits vs Tokens: Two Billing Dialects, One Operator Ledger
AI credits vs tokens are two billing dialects. Translate a credit pack into measured jobs, price the same jobs at token rates, and keep one burn-rate ledger.
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DeepSeek V4.1-Flash: Rewrite the Off-Peak and Cache-Hit Runbook
DeepSeek V4.1-Flash halves prices off-peak and bills cache hits at $0.006/MTok. The UTC windows, the prompt shape that hits cache, and the re-based budgets.
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Claude Fable 5.1 Cache Reads: Meter Dollars per Overnight Job
Claude Fable 5.1 cache reads cost 0.025x base input. Meter dollars per overnight agent job and cache-hit rate, learn what breaks the cache, set effort per job.
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Kimi Work Dashboard Cards vs Automater Lite Home Cards: The Widget and the Status Wall
Kimi Work Dashboard cards are widgets the agent builds; Automater Lite Home cards are a status wall for running CLIs. The decision table, limits and kill rules.
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Misalignment Disclosures Are a Fleet Evidence Problem: AI Agent Incident Evidence Before the Session Rotates
OpenAI disclosed six misalignment classes from its own runs. Build AI agent incident evidence for your fleet: tool trail, approvals, cost, diff and environment.
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Three Meters for One Agent Job: Inventory Your AI Agent Billing Meters Before Fan-Out
One agent job can hit three ai agent billing meters: tokens with cache multipliers, per-call tools, and sandbox minutes with a 5-minute minimum. Cap each one.
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AI Agent Cost Alerts: Anomaly Thresholds, Paging, and Auto-Pause for Agent Fleets
AI agent cost alerts for fleets: baseline two weeks, define a 3x-day anomaly plus velocity and worker triggers, page with the right facts, pause spawns first.
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Agent Evaluation CI Gates: Fail the PR When the Agent Regresses
Build an agent evaluation CI gate: deploy the agent, run a fixed prompt set, score its tool choices, and block the PR on regression. Thresholds and YAML inside.
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AI Agent Identity as a Service Principal: Stop Sharing Human SSO
Give every AI agent identity of its own: a service principal, GitHub App, or IAM role, scoped grants, short tokens, a broker, and revocation that spares users.
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CI Failure to Fix: The AI Agent CI Loop That Doesn't Thrash
An AI agent CI loop that retries every red check will thrash. Cap attempts at three, gate on new failure signatures, set a cost ceiling per PR, then hand off.
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