Patch Plugin4Shell zero-click RCE across Claude Code, Codex, Copilot and Gemini CLI with version pins, plugin audits and sandbox escapes blocked in tests.
Deepak BagadaSep 21, 2026
Evaluate StepFun Step 5 Preview with 600B sparse MoE and 27B active weights at $1 per million input, plus a cache-discount migration check in staging tests.
Benchmark coding agent reasoning tiers from none to xhigh with pass rates, token bills and latency, proving medium effort wins 73% of tasks in tests.
Track Union Alpha from OpenRouter stealth to unbiased Pareto 26.9 with Astra-level scores, and gate unproven models before production in staging tests.
Test Grok Voice Transcribe 2.0 with short-phrase WER down to 6.8% across 19 languages at unchanged batch pricing, plus a swap harness in staging tests.
Deploy PrismML Ternary Bonsai 2 with Qwen3.8 27B at 5.9GB and 1.71 bits per weight, keeping 98.2% benchmarks with a local rollout check in tests.
Patch Plugin4Shell zero-click RCE across Claude Code, Codex, Copilot and Gemini CLI with version pins, plugin audits and sandbox escapes blocked in tests.
Evaluate StepFun Step 5 Preview with 600B sparse MoE and 27B active weights at $1 per million input, plus a cache-discount migration check in staging tests.
Benchmark coding agent reasoning tiers from none to xhigh with pass rates, token bills and latency, proving medium effort wins 73% of tasks in tests.
Track Union Alpha from OpenRouter stealth to unbiased Pareto 26.9 with Astra-level scores, and gate unproven models before production in staging tests.
Run self-hosted AgentCrew agent teams on Docker with markdown roles, NATS messaging and MCP tools, shipping scheduled crews with zero code in tests.
Build CrewAI Flows with human_feedback gates, emit routing and Slack providers, cutting stuck runs to zero with 3.1s median approval resume in tests.
Build human-gated Temporal approval workflows with signals and durable timers that wait days at zero compute cost. Complete Python pattern inside.
Discover how Lyft runs self-serve LangGraph router agents for millions of support chats with parallel safety checks and modular subgraphs. Full build inside.
Build a FastMCP document server with outline-first reads, range access and pagination, cutting Office context use 74% with 31ms median reads in tests.
Ship a FastMCP changelog MCP server with git-merge drafting, approval-gated publishing and view analytics, cutting release-note time 68% in staging.
Publish your MCP server to the official registry with server cards and well-known metadata for discovery across 26000 servers. Full FastMCP build.
Build a Tasks extension MCP server for long-running jobs with live progress, cancellation, and resume. Complete FastMCP pattern with 42ms overhead.
Microsoft open-sources Orchard on GitHub, decoupling agent training from inference execution to slash latency by 87% and eliminate memory thrashing across enterprise multi-agent swarms.
OpenAI confirmed it cannot rule out that Astra has critical-level cyber capabilities, triggering an unprecedented safety gate. The 10T-parameter model's release is now indefinite.
Your multi-agent system has a cache coherence problem. When three agents read and write shared state simultaneously, 34% of deployments experience silent data corruption.
When your agent crashes at step 8 of a 12-step workflow, you lose everything. This Temporal MCP Server gives agents durable execution that survives crashes, deployments, and network failures.
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