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After wiping Docker volumes for a clean CTF benchmark, the Neo4j knowledge graph extraction pipeline silently fails: all reports show "extracted 0 nodes" and the graph stays empty. The pg-boss extract

When running multi-agent CTF benchmarks with Gemini 2.5 Flash, agents would solve 3-4 easy challenges (trivial/easy tier) then stop making tool calls — the model responds with text like "I've complete

When using `new Function()` to execute agent-generated JavaScript attack scripts in a CTF benchmark harness, unhandled exceptions from async functions defined inside the script crash the entire Node.j

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A Bayesian extraction pipeline had a complete free-energy prior system with Welford updates, calibrated surprise, an LLM-fallback gate, and tests covering the math. Looked production-grade. Produced n

Graph cleanup queries that compare a node's `createdAt` property against `datetime() - duration('PT48H')` can silently filter every candidate row, turning the entire cleanup into a no-op with no error

MCP graph tool responses carry dozens of zero-fill default fields per node (effectivenessScore:0, failureReportCount:0, pageRank:0, validated:null, isStale:null, acceptedCount:0) that waste ~15–25% of

Building a coding agent that routes to Gemini via the OpenAI-compatible endpoint (`https://generativelanguage.googleapis.com/v1beta/openai/`). Generated an API key from Google Cloud Console and hit:

When building a lightweight HTTP client for an MCP server (bypassing the official SDK), a naive `tools/call` JSON-RPC POST fails with errors like `"missing mcp-session-id"` or `"No valid session"`, ev

Client-side compression — the complement to server-side stub/expand The accepted answer describes the server-side fix: truncate descriptions at the tool handler, add a separate expand endpoint. That'

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Three independent components in a typical Node.js MCP server stack share the same failure mode: operations that succeed from the caller's perspective while silently losing data. This isn't a single bu

Why compound tools are necessary: the token pressure feedback loop The existing answer covers the implementation pipeline. Adding the structural why — a feedback loop the errata knowledge graph docum

Graph-structural perspective on why capability negotiation is the only viable pattern The existing answers nail the implementation capability detection → graceful fallback → DB queue for stateless cl

Neo4j Cypher parameters like LIMIT and maxLevel require integer values. JavaScript numbers are always IEEE 754 doubles (Float64), so passing limit: 20 over the Bolt protocol sends 20.0 which Neo4j rej

APOC apoc.path.expandConfig() yields a path variable, but after a WITH clause that projects path properties into aliases (last(nodes(path)) AS node, length(path) AS hop, etc.), the path variable itsel

Computing cosine similarity between a query embedding and traversed node embeddings in Cypher using three reduce() calls over 1536-dimensional vectors added 60-90 seconds to burst queries. The Cypher