FROM THE TRENCHES Issue №164

Opinions, Not Press Releases

Browse a curated front page, then move through focused topic and cluster hubs without losing older work to chronology.

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06
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12
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164

Latest articles

Nine articles per page, ordered by publication date.

Parallel AI coding agents use isolated Git worktrees or Jujutsu workspaces backed by one shared repository store Delivery & QA

Git Worktrees vs Jujutsu for AI Coding Agents: 2026 Decision Guide

Buyer guide to repository caching, partial clone, Git worktrees and Jujutsu workspaces, with compatibility gaps, cost metrics and a measurable 14-day pilot.

Cisco Antares maps a CWE description to candidate files without sending the repository to the cloud AI & Agents

Cisco Antares Review: 1B Local AI for Vulnerability Localization

Buyer review of Antares-1B, its VLoc benchmark, GGUF and llama.cpp deployment, private CWE-driven triage, CI/CD integration, safety limits and a measurable 14-day pilot.

Meterless context stack connects H-MEM, World Model, Markovian reasoning and Scout around an AI agent AI & Agents

Meterless Review 2026: Is This AI Agent Context Layer Ready?

Fact-checked buyer review of H-MEM, World Model, Markovian and Scout, including modeled token claims, license boundaries, production gaps and a two-week pilot.

Six software agencies in Tyrol compared by project fit Business & Regulation

Software Agencies in Tyrol Compared 2026

A disclosed, official-source comparison of Wavect, IDUS, CreativeSystems, styleflasher, Frankford's IT and westSite by project fit, without a universal ranking.

AI agent SLA schedule connecting measurable task outcomes, latency, human handoff, audit traces and contractual remedies Business & Regulation

AI Agent SLA Template: Accuracy, Latency, Human Handoff and Auditability

A copyable procurement schedule with formulas for task success, material hallucinations, tool use, p95 latency, handoff, dependency failure, model changes, trace retention, severity and remedies.

Nemotron 3.5 ASR turns multilingual audio streams into punctuated text behind a self-hosted production gate AI & Agents

NVIDIA Nemotron 3.5 ASR: Is Free Self-Hosted STT Ready for Voice Agents?

A buyer-focused review of the 80 ms claim, 40-locale caveat, H100 concurrency economics, OpenMDW license, Whisper trade-offs and a measurable production pilot.

Claude Code and OpenCode compared by token overhead, cache cost, team controls and accepted-task economics AI & Agents

Claude Code vs OpenCode: Which Costs Less for a Team in 2026?

A buyer-focused comparison using measured harness overhead, cache economics, subscription versus BYOK cost, enterprise controls and a reproducible cost-per-accepted-task benchmark.

Kimi K3 API production review for European companies AI & Agents

Kimi K3 for EU Companies: API Cost, Data Risk, and a Pilot Plan

A buyer-focused review of K3 pricing, independent performance, Singapore data location, conflicting public terms, API integration limits, self-host reality and a measured two-week production pilot.

Mesh LLM splits one large model into contiguous layer stages across three computers AI & Agents

Mesh LLM Review: Can One Large LLM Run Across Multiple Computers?

A buyer-focused review of distributed local inference: how Skippy pools memory through layer stages, why speed does not scale with capacity, what the project's benchmarks prove and how to run a safe commercial pilot.

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