
Perplexity Bumblebee: Developer Guide to the Open Source Supply Chain Scanner
Perplexity Bumblebee: an open source, read-only Go scanner that checks packages, editor extensions and MCP configs against exposure catalogs, with setup steps.
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Perplexity Bumblebee: an open source, read-only Go scanner that checks packages, editor extensions and MCP configs against exposure catalogs, with setup steps.

Best AI code review tools in 2026: CodeRabbit, DeepSource, Greptile, SonarQube and Copilot code review compared on pricing, platform support and security.

Arcade AI agent authorization explained: what its MCP runtime does, how it differs from rolling your own OAuth, and when it is the right fit.

Google Workspace CLI creator Justin Poehnelt saw his tool go viral and hit #1 on Hacker News, then was fired two days after Google announced its own version.

Filippo Valsorda argues LLMs have made vulnerability reports less special. His case against old coordinated disclosure norms, plus the HN pushback.

Agent identity for AI workflows: what the Linux Foundation's Agent Name Service proposal means for verifiable identity, scoped capabilities and audit trails.

Agent PR governance for Copilot code review: a five-layer policy stack for agent-authored pull requests, from agent validation and review depth to attribution.

Agent sandbox architecture: how to pick a runtime boundary: filesystem isolation, network policy, secrets, snapshots and when shell access is overkill.

Agent workflows as code: why finite state machines with typed gates, validated evidence and controlled transitions beat prompt checklists for coding agents.

AI agent costs go beyond token prices. A practical cost model for developer teams that counts retries, cache misses, review time, routing and failed loops.

Armin Ronacher's The Coming Loop on agent loops versus harness loops: where loop-driven development works, where it fails, and what the HN thread adds.

CBRS stock trended after Cerebras' first public earnings. What public-market scrutiny of fast AI inference means for developers - not investment advice.
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