Solomon Neas | Blog

From August 18 through August 24, I merged 114 pull requests across six Escoffier Labs repositories. 103 landed in Brigade.

Brigade 0.26.0 and 0.26.1 shipped in four days.

Brigade 0.26.0 remains gated while fresh checks close quiet failure modes.

This week I folded GraphTrail's Rust code graph, MiseLedger's Go evidence ledger, and agent-notify into Brigade, turning three repositories into one product without flattening the engines underneath.

Two real failures from six months of running an always-on agent memory system: a nightly job that silently truncated the agent's memory index for weeks, and 195 handoff notes nobody was reading.

Two failure classes in five days: a merge queue correctness bug that mutated default branches and an Elasticsearch overload that emptied PR lists.

Anthropic's April 23 postmortem says the recent Claude Code quality slump was not a model regression.

GPT-5.5 is less interesting as a chatbot upgrade than as OpenAI's bet on Codex, computer use, long-running tool work, and enterprise agents.

Anthropic cut off third-party harness subscription coverage, Claude CLI reuse turned into a classifier mess, and a lot of OpenClaw users walked away.

I ran OpenClaw Dreaming for a full week on top of my existing memory stack.

OpenAI and Anthropic are not just shipping cyber-capable models.

Anthropic says Mythos can autonomously find and exploit serious software flaws across major operating systems and browsers.

North Korean actors backdoored the Axios npm package on March 31.

Anthropic's Claude Code source leak exposed far more than implementation details.

How I replaced SCCM with FOG Project for 72 lab workstations, fought Debian Trixie installer bugs, fixed PXE boot on newer hardware, and built a repeatable Windows 11 imaging pipeline.

Most threat intel workflows still force you through too many screens for one simple IOC question.

A practical look at the memory architecture I use in OpenClaw, what was already working, where it was weak, and the config changes that made long sessions much more reliable.

What I learned building MCP servers for Wazuh, Suricata, Zeek, TheHive, MISP, and more.

Why single-thread messengers like Telegram and Signal are holding back your OpenClaw setup, and how Discord's channel model fixes context contamination, cron confusion, and project sprawl.

How I built a local-first semantic code search API using FastAPI, SQLite, and Ollama embeddings to make retrieval fast, free, and private.

I tried to use GPT 5.3 Codex to summarize 70,000 code chunks.

My AI orchestrator couldn't see its own subagent's results.

Domain controllers, file servers, network monitoring, imaging, WiFi controllers.

How I built a system prompt injection hook that forces my AI agent to check local APIs before burning cloud tokens, then iterated through three coder models to find one that actually works.

Why AGENTS.md instructions fail when AI agents can bypass them.

The real story of building an AI agent memory system.

A current OpenClaw multi-model setup using the Codex harness on GPT-5.6 as the main lane, focused harness subagents, Ollama for embeddings, Ollama Cloud for cheap offload, a Cursor subscription overflow lane, Grok / xAI as an optional provider tier, OpenC…

Your AI agent has access to your email, calendar, and files.

A complete, battle-tested guide to running OpenClaw on Windows via WSL2.

A fiber cut at 2 PM exposed gaps in our network monitoring.

How I designed and deployed a full open-source SOC with Wazuh, TheHive, Cortex, MISP, Zeek, and Suricata for a network engineering lab, plus the integration work that made it usable.

Broadcom's per-core licensing made a working VMware cluster financially indefensible.

What NDG's 18-hour Proxmox VE 8 workshop actually taught me about storage, clustering, NETLAB+, Windows 11, backups, and building an academic lab environment that survives real use.

Building a structured analysis tool for intelligence work.

Building an automated threat intelligence tool that delivers BLUF briefings with MITRE ATT&CK mapping, IOC extraction, and multi-source aggregation.

Building an incident response playbook generator that creates NIST-aligned, role-specific runbooks.