Editorial Search Archive

Cover GLiFormer 575M encoder release: 91.10 F1 extraction past GPT-5-mini with zero generated tokens, plus the LLM-to-encoder migration playbook.

Run TDD agents with test-impact maps: human repro tests unlock 94.3% resolution while bare TDD prompting raises regressions 63% — maps over mantras.

Deploy a PagerDuty on-call MCP server with read-open triage, urgency-gated writes, and diagnosis notes that land before responders wake with paging untouched.

Ship cron agents that survive the night: overlap policies, atomic outbox idempotency, and heartbeat absence alerts with zero duplicate side effects.

Cover the Vercel record: open weights take 78.4% of gateway tokens as Moonshot, DeepSeek, Z.ai outspend OpenAI — plus the mix-audit playbook for builders.

Settle the stuff-vs-retrieve debate with measurements: 8K effective windows lose to graded RAG, and a Self-Route hybrid holds quality at 34% of cost.

Build a FastMCP disclosure server that loads 60 tools on semantic triggers, cutting init context from 48,000 to 2,000 tokens with cacheable manifests.

Ship adaptive compaction for coding agents: fire at phase transitions, preserve five-field state, and hold 97.8% next-action accuracy at 0.3x cost.

Give monorepo coding agents structural repo maps: hybrid vector-graph indexes lift resolve 50.4% vs 41.9% over grep at lower cost per solve with refresh.

Build an agent release-control MCP server: eight OpenFeature flags, ladder rollouts, and kill switches that revert bad prompts in 30 seconds flat.

Compare BFCL v4 scores per dollar — Opus 77.5% vs Haiku 68.7% vs GLM-4.6 value — and deploy a cheap-first router that keeps 98.6% accuracy at 16% cost.

Cover Anthropic pace-measurement proposal: verifiable AI R&D metrics plus third-party lab access, and the builder playbook for audit-ready transparency.