FROM THE TRENCHES Issue №310

Practical decisions for AI and software

Technical guides to choose models, verify software and plan delivery.

Latest articles

New comparisons, practical guides and engineering lessons.

Paid pilot, proof of concept and design partner compared by the commercial evidence each produces Product & MVP

Paid Pilot vs PoC vs Design Partner: Which One Proves Demand?

Decision guide for choosing the right evidence test: technical feasibility, customer learning or willingness to pay, with a seven-condition paid-pilot scorecard and contract brief.

Nested AI agent evaluation sandbox with isolated compute, controlled egress, ephemeral credentials and out-of-band monitoring Delivery & QA

OpenAI Eval Sandbox Escape: 12 Controls Before You Test a Cyber Agent

A fact-checked incident analysis and procurement checklist for nested isolation, egress, credentials, control-plane separation, benchmark integrity, monitoring and forensic fallback.

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 Delivery & QA

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?

Claude Code vs OpenCode with an October 2026 benchmark snapshot, cache-pricing exceptions, historical evidence and a team cost-per-accepted-task checklist.

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