Nightfall's MCP Gateway: Buy the Proxy or Build the Six Checks
A buying guide for the MCP gateway decision: score Nightfall's proxy against six checks, run a two-week acceptance test, and see what no SaaS gateway covers.
Read the storyTHE INTEL LIBRARY
Follow your curiosity.
The Agent Memory Benchmark You Can Run on a Tuesday
Run an agent memory benchmark on your repos in one afternoon: a frozen suite, three arms, P99 latency, cost per 1k lookups, harm cases, and a decision rule.
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OpenAI Agents API Is a Managed Harness. Run the Continuity Drill Anyway.
The OpenAI Agents API rents you the Codex loop. Inventory model, harness, and sandbox dependencies, write failover routes, and keep the record on your disk.
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When Not to Use an AI Agent Coordinator
An AI agent coordinator copies its first mistake N times. The decision rule, a sixty-second self-test, and four brakes for sensitive or air-gapped work.
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Rehearse the Provider Cutoff: Model Failover for Agent Fleets
Use the proposed Cursor cutoff to rehearse model provider failover: inventory dependencies, validate supported routes, test quality, and price capacity.
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Deadbugz Killed Approve-Once: The Runtime Controls MCP Needs Now
Deadbugz hid malicious MCP metadata behind ordinary calls. Build a runtime loop with pinned manifests, re-approval, bounded egress, and call-time evidence.
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Stateless MCP Is a Gift to Gateways
Route stateless MCP by validated headers, separate transport logs from tool outcomes, and migrate legacy clients with explicit policies, cache keys, and checks.
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You Can't Replay What You Can't See
An incident playbook for AI session replay: search supported session records together, inspect tool calls, match them to the diff, and resume where supported.
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Stop Trusting the Mermaid
Review AI-generated diagrams as claims: inspect the transcript, diff, command outputs and current tests, then reproduce suspicious behavior before merge.
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Evals for AI Agents: How to Measure Software That Acts
What are evals in AI? A plain definition, four grader types, pass@k worked examples, and a five-step plan for your first agent eval suite in one week.
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LangGraph in 2026: Deep Review, Real Use Cases, and When to Use Something Else
An honest LangGraph review for 2026: the graph model, checkpointing and interrupts, three real builds, platform pricing scrutiny, and when to skip it.
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Beyond the Terminal: Cowork Tools and Autonomous AI Agent Workspaces
What an AI agent workspace really delivers in 2026 — Manus, Genspark, Devin, ChatGPT agent, and Claude Cowork compared on task fit, pricing, and trust.
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MCP Goes Stateless: What the 2026-07-28 Spec Changes for Builders
The 2026-07-28 MCP spec retires sessions, replaces elicitation with MRTR, and hardens OAuth. What changed, why, and how to migrate servers and clients.
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AgentOps: Running a Fleet of AI Agents Without Losing Your Mind
Agentic ops, defined by people who run agent fleets daily: the five-layer AgentOps stack, the four metrics that matter, and a starter incident runbook.
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Securing AI Agents: Prompt Injection, Least Privilege, and the New Attack Surface
AI agent security in practice: the lethal trifecta, prompt injection, MCP hardening per the June 2026 government guidance, and controls that bound blast radius.
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The Local AI Workstation, 2026 Edition: DGX Spark, Ryzen AI Max, or a Mac?
DGX Spark, Ryzen AI Max 395, Mac Studio, or used 3090s? The 2026 local LLM hardware guide: bandwidth vs capacity, three priced builds, and when local wins.
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The Test Harness, Reinvented: QA for Agentic Software
The test harness in software testing, defined in 49 words — then rebuilt for AI agents: sandboxes, replayed tools, trajectory checks, and budget caps.
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How AI Agents Actually Work: The Loop Behind the Magic
Artificial intelligence agents are a loop: a model deciding, tools acting, results feeding back. See a real annotated trace, then build one in 50 lines.
Read the storyPUT THE IDEAS TO WORKMany assistants.
Meet Automater Many assistants.
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Lite is free forever, installs in about a minute, and reads the session history you already have.
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Also for macOS (Apple silicon) and Linux.
Signed installer. No account. Session content stays on your disk.
