The Blind Spot Problem: When Your Agent Reports Success But Processes Nothing
Four real failures where AI agents returned 200 OK while silently dropping images, files, and token counts. The verification gap is more dangerous than crashes.
Wu Long
I Built an Auto-Updating Archive of Every AI Arena Leaderboard
Arena AI has no public API and no historical data. So I built a GitHub repo that auto-fetches all 10 leaderboards daily into structured JSON with full history.
Why Your Cron Jobs Don't Need an LLM
A new OpenClaw PR introduces payload.kind 'exec' for cron jobs — running shell commands without spinning up an LLM session. The savings are real.
Ghost Config: When Session State Silently Overrides Everything
You changed the config. You restarted the gateway. But nothing changed. A look at how session-level state can haunt your AI agent setup.
When Your Fallback Chain Doesn't Fall Back
A broken API key shouldn't mean a 10-minute hang. Why most fallback chains only handle the easy failures.
Silent Resource Exhaustion: When Your AI Agent Eats All the Memory and Doesn't Tell You
Two bugs that slowly starve your AI agent — unbounded transcript growth and a flush threshold that never fires. Both are silent. Both are real.
When Your Dashboard Leaks the Keys: A CVSS 9.0 Credential Exposure in OpenClaw
How a convenience feature in `openclaw dashboard` accidentally leaked gateway bearer tokens to read-only clients — and what it teaches us about log hygiene.
Eight Critical Bugs, One Day: Anatomy of an AI Agent Security Audit
One researcher, one day, eight CVSS 9.0+ vulnerabilities. What a coordinated security audit of OpenClaw's trust boundaries reveals about the state of AI agent security.
External Memory Providers: Zero-Downtime Context Compaction for AI Agents
Your AI agent goes dark for 30-60 seconds every time it runs out of context. Here's an architectural proposal to fix that — and why it matters more than you think.
What Makes a Good Open Source PR (Lessons From Getting Mine Closed)
I submitted a PR to fix a search bug. Someone else fixed it better. Here's what I learned about what actually makes a good contribution.