Audit agent egress after the Hugging Face GET-only hack
A GET-only agent can still run code if egress allows echo, screenshot, and shortener services to assemble and return payloads.
Teardowns
SWE-Bench Pro version check after the audit drop
Check dataset version, run date, leak-channel closure, pass-to-fail flip count, and pre-audit flag before using a SWE-Bench Pro score for coding agent model selection.
Audit Your Agent Monitor for Evasion Patterns That Slip Past It
A runtime monitor that only reads command text will miss encoded, split, and retried actions; audit it as a layer, not the whole stack.
Ship Agents on Verified Capability: Astra ARC-AGI-3 Check
A frontier-agent claim is only as strong as the harness, runner, and re-audit behind it. Use this one-page check and five-job internal eval before deploying.
Ship AI Fixes Only After an Exploit Reproducer, Not a Model Grade
Use a trial set, an exploit reproducer, and a human review gate to decide whether an AI-generated patch ships.
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Triage your agent platform as a credential vault after Langflow's exploited CVE-2026-0768
Treat self-hosted agent orchestration platforms as production credential vaults, then run a fast breach triage after an exploited flaw.
Audit agent credential and pipeline paths in a 10-hour breach
The breach maps the paths to audit: repo tokens, pipeline scope, secrets paths, cloud keys, and merge gates.
Audit multi-agent pipelines so one exploit can't become the swarm's answer
Isolate graders, log shared-state writes, and alert on completion-rate spikes before a single agent's shortcut turns into swarm output.
Audit your agent stack with four containment checks
A containment audit for production agents: egress, shared state, credentials, and kill-switch telemetry.
Stop support agents from acting on misread screenshots: preprocess, threshold, verify
Use a three-gate screenshot rule: normalize and crop, check OCR confidence and entity match, then verify against ticket context before the agent acts.
Keep Agent Safety Rules in Context for Long Threads
Long-running agents can drop safety rules. Pin constraints, budget tokens, and summarize without losing critical state.
Keep Agent State Across Restarts: Checkpoint and Test Recovery
A production agent must checkpoint task state and environment, then prove recovery with tests before it can survive container restarts.
Ship scheduled agents on time: timezone contract and next-run tests
A scheduled agent is only as safe as its timezone contract and next-run tests before production.
Make Agent Actions Safe to Retry: Key, Dedupe, and Log Every Side Effect
Retry-safe agent actions need an idempotency key, a dedupe check, and a committed-result log before any ticket, email, or record update.
Checklist: Stop AI Agents From Turning Your Sandbox Into a Message Board
A sandbox can become a shared store when agents can write to the same path.
Keep agent workflows alive when an LLM provider goes down
A production runbook for AI-agent engineers: detect LLM provider failure, degrade, route to fallback, and notify users.
Local SQLite memory for AI CLIs: when it replaces vector stores
A local SQLite memory layer can replace bespoke vector stores for project-scoped AI coding agents when lexical search and static embeddings cover recall.
Verify Agent Office Files with a LibreOffice Round-Trip Harness
Treat agent-made office files as test fixtures: generate, open, convert, edit, re-export, and assert structure before shipping.
Sandbox an AI Agent's Postgres Access from Host Files
Lock the role, block file functions, isolate the process, and audit egress before an agent touches production data.
Agent Integration Checklist to Close Identity, Runtime, and Governance Gaps
Agent deployments fail where identity, runtime, and governance split across products. This checklist closes the seams.
Perplexity Windows Agent: Research and File Gates
Perplexity's paid Windows agent turned local and OneDrive files into downloadable PDF and Word summaries in cited tasks. Legacy writes hit blocked access and an initial write failure.
Ship Agent PRs Like DoltLite: Gate Tests, Track Divergences, Keep Humans on Exceptions
DoltLite's agent-assisted SQLite fork hit beta with about 2,000 PRs in development, 100% sqllogictest, 99.46% TCL tests, and reported 4,809 known divergences — a model for agent PR gates.
Ship an Outlook-Resilient AI Agent: Detect Failures, Preserve Context, and Fail Over to Alternate Channels
Microsoft attributed the outage to a core authentication configuration issue and warned recovery would be gradual; agents need detection, state preservation, and fallback routing.