News & guides
Every weekly agent interview, plus practical guides on building AI agents that do real work.
- Guide
Autonomous Site Inspection Agent: How 550K U.S. Construction Managers Can End the 24/7 Walkthrough Treadmill (2026 BLS Data + TesterArmy Playbook)
BLS data shows 550,300 U.S. construction managers earn a $106,980 median wage and face 9% job growth through 2034 — but the role still demands 24/7 on-call multi-site driving. On June 18, 2026 YC P26 startup TesterArmy launched on Hacker News with agentic E2E testing, surfacing a transferable blueprint that drops the same agent + vision + natural language + evidence stack onto the jobsite.
- Guide
Self-Hosted AI Agent for Sysadmins: How OpenCode + GitOps Saves U.S. Network Administrators 3 Hours a Day (2026 BLS Data + Rsgm Homelab Case Study)
U.S. Bureau of Labor Statistics data shows 331,500 American network and computer systems administrators earned a median $96,800 in 2024 and face a projected 4% decline through 2034 (-13,800 jobs). On June 14, 2026 independent engineer Rsgm published a homelab AI dev platform built on self-hosted OpenCode + GitOps + mandatory PR review — a blueprint that compresses cross-container changes from hours to minutes.
- Guide
Salesforce's $3.6B Bet on Fin: How an AI Customer Service Agent Closing 76% of Tickets Reshapes the Job for 2.81 Million U.S. Reps (2026 BLS Data + Apex Model Playbook)
U.S. Bureau of Labor Statistics data shows 2,814,000 American customer service representatives earned a median $42,830 in 2024 and face a projected 5% decline through 2034 (-153,700 jobs). On June 15, 2026, Salesforce announced a $3.6B acquisition of Fin (formerly Intercom), whose AI customer service agent already resolves 76% of support volume end-to-end — pointing the industry from 'phone factory' work toward judgment work.
- Guide
2026 BLS Data: How 40,200 Archivists and Curators Solve the Oral-History Transcription Bottleneck with On-Device AI Transcription (Trace)
BLS reports 40,200 archivists, curators, and museum workers in the U.S., projected to grow 6% through 2034, with a median wage of $57,100. Trace, a macOS on-device AI transcription tool, runs an Apple silicon speech model entirely locally — no cloud, no accounts, no meeting bots — exactly what oral-history programs, donor interviews, and condition reports demand.
- Guide
2026 BLS Data: The AI Scrumban Playbook for All 112,100 U.S. Operations Research Analysts — How Paca Puts AI Agents on the Same Sprint Board
BLS reports 112,100 U.S. operations research analysts, 21% projected growth 2024–2034, $91,290 median pay. The open-source Paca platform is the first project tool to seat AI agents as full Scrum teammates on the same Scrumban board, collapsing the three biggest workflow pains of operations research.
- Guide
2026 BLS Data: An AI Coaching Assistant Guidelines Playbook for All 306,500 U.S. Coaches and Scouts — Borrowing Stanford's CS336 CLAUDE.md
BLS reports 306,500 U.S. coaches and scouts, 6% projected growth 2024–2034, $45,920 median pay. Stanford CS336's public CLAUDE.md is the cleanest AI coaching assistant guidelines template available, ready for high-school, AAU, and community-club coaches to adapt to the practice floor.
- Guide
2026 BLS Data: How 265,900 Graphic Designers Can Beat AI Replacement Anxiety With a $400 Local LLM Workstation Running Gemma 4 on a 2016 Xeon
BLS warns AI tools may reduce demand for freelance graphic designers. A 2016 Xeon now runs Gemma 4 26B MoE locally — letting designers build a zero-subscription, zero-data-leak local AI design workflow that turns AI anxiety into leverage.
- Guide
On-Prem Agentic Harness Hits the Examiner's Desk: How Mistral's AI Now Summit Stack Could Free 65,100 U.S. Financial Examiners From the 19% Compliance Wave (2026 BLS Data + Bank-Grade Deployment Pattern)
U.S. Bureau of Labor Statistics data shows 65,100 U.S. financial examiners earn a median $90,400 a year — and the field is projected to grow 19% through 2034, adding 12,100 jobs — while drowning in 200-page bank examinations and a torrent of new rules. Mistral's May 29, 2026 AI Now Summit unveiled an agentic harness plus Skills and on-prem deployment that finally lets bank examiners run a private AI agent over CSI-grade data.
- Guide
On-Device AI Agents Hit Home Care: How Liquid AI's LFM2.5-8B-A1B Frees 4.3 Million U.S. Home Health Aides From HIPAA Paperwork (2026 BLS Data + Tool-Calling Benchmarks)
U.S. Bureau of Labor Statistics data shows 4,347,700 U.S. home health and personal care aides earn a median $34,900 a year (about $16.78/hour) while drowning in HIPAA-protected paperwork. Liquid AI's May 28, 2026 release LFM2.5-8B-A1B finally puts a tool-calling on-device AI agent on a phone — charting, medication checks, and shift handoffs run fully offline.
- Guide
AI Logging Safety Agent: 3 Undocumented Claude Code Configs That Could Cut Fatalities for 44,300 U.S. Logging Workers (2026 BLS Data + asyncRewake Hooks)
U.S. Bureau of Labor Statistics data shows 44,300 American logging workers earn a median $49,540 a year and face one of the highest occupational fatality rates of any profession. Here is how 3 undocumented Claude Code 2.1.87 configs map directly onto an AI logging safety agent the crew can use tomorrow.
- Guide
Self-Healing RPA Agents Hit Healthcare: How Minicor (YC P26) Is Rewriting 194,800 Medical Records Specialist Jobs (2026 BLS Data + Minicor Production Numbers)
BLS data shows 194,800 U.S. medical records specialists at $50,250 median pay, with the agency itself warning AI tools may affect demand. Minicor's self-healing RPA agents automate Epic, Cerner, and Athena EHRs with no writable API at 93-96% click accuracy, in production at 25,000 patients per day.
- Guide
Adversarial AI Prompting for Electronics Repair Technicians: How 118,800 U.S. Electrical Repairers Can Cut PLC Misdiagnosis by 70% (2026 BLS Data + HN-Trending Prompt Pattern)
U.S. Bureau of Labor Statistics data shows 118,800 electrical and electronics installers and repairers earn a median $71,270/yr, yet BLS flags 'automated electronic control systems are becoming more complex' as the bottleneck. The Hacker News–trending adversarial AI prompt pattern turns Claude into a self-arguing diagnostic partner that prevents costly wrong-part swaps.
- Guide
Sysadmin AI Agent in 50KB: How Pu.sh Lets 331,500 U.S. Network Administrators Cut 3 AM P1 Root-Cause Time by 83% on Locked-Down Jump Hosts (2026 Update)
U.S. Bureau of Labor Statistics data shows 331,500 American network and computer systems administrators earn a median $96,800, yet compliance-locked jump hosts block every modern AI coding agent. Pu.sh, the 400-line shell AI agent that just hit HackerNews, runs on any POSIX host with zero dependencies — no Node, no Docker, no IT ticket.
- Guide
Diesel Technician AI Agent in 50KB: How Pu.sh Cracks ECU Fault Codes on Locked-Down Shop Laptops (2026 Update)
U.S. Bureau of Labor Statistics data shows 319,900 American diesel service technicians earn a median $60,640, yet ECU fault-code lookup and locked-down field laptops eat hours per shift. Pu.sh, the 400-line shell AI coding agent that just hit HackerNews, turns any POSIX laptop into a portable diagnostic copilot — no Node, no Docker, no IT ticket.
- Guide
How a Desktop GUI Agent Cuts the 2-Hour Daily Report Down to 10 Minutes for 7,000 U.S. Mining Engineers — Mobile-Agent v3.5 Walkthrough (2026)
BLS data shows 7,000 U.S. mining and geological engineers earn a $101,020 median wage, and cross-software technical reporting is their daily time-sink. Mobile-Agent v3.5 (GUI-Owl 1.5) hits SOTA on 20+ GUI benchmarks. Here is a deployable workflow.
- Guide
Pu.sh: The 50KB Shell AI Agent That Finally Runs on a Chef's Back-Office PC — 197,300 U.S. Chefs Beat Menu-Cost Volatility With sh + curl + awk
BLS data shows 197,300 U.S. chefs earn $60,990 median pay and lose 12–18 hours weekly to menu-cost math. Pu.sh, a 50KB shell AI agent needing only sh, curl, awk, runs on any kitchen PC and automates recipe costing, prep sheets, and invoice reconciliation.
- Guide
PyPI 'lightning' Poisoning Targets HR AI Credentials: A Software Supply Chain Defense Playbook for 107,000 U.S. Compensation & Benefits Specialists (2026)
U.S. BLS data shows 107,000 compensation, benefits, and job analysis specialists with a $77,020 median salary are increasingly running PyTorch Lightning–powered HR AI. The April 30, 2026 PyPI lightning poisoning exposes the software supply chain risk inside the HR data stack — here is the 5-step defense playbook you can deploy today.
- Guide
Chrome Prompt API Lets 79,900 Film and Video Editors Run On-Device AI on NDA Footage Without Leaving the Browser (2026)
U.S. BLS data shows 79,900 film and video editors and camera operators with a $70,570 median wage are locked out of cloud AI by NDA clauses. Chrome's 2026 Prompt API exposes Gemini Nano directly to browser JavaScript — making shot logs, subtitle drafts, and clip naming entirely on-device. Here is the editor-ready workflow you can deploy tonight.
- Guide
BLS Says 812,600 Agricultural Workers Are 'Data-Rich, IT-Poor' — Why a 50KB AI Coding Agent (pu.sh) Finally Brings Precision Agriculture to the Field (2026 Playbook)
U.S. Bureau of Labor Statistics data shows America's 812,600 agricultural workers are drowning in sensor, machine, and compliance data without any IT support. The open-source AI coding agent pu.sh ships in 50KB, runs on plain sh+curl+awk, and finally puts precision agriculture in reach of a Windows 10 laptop. Here's a 5-step playbook to land it on a family farm in two weeks.
- Guide
Claude Opus 4.7 Catches Ghostwritten Parolee Statements: An AI Stylometry Playbook for 92,300 U.S. Probation Officers (2026)
U.S. BLS data shows 92,300 probation officers with a $64,520 median salary are drowning in unverifiable parolee reports. Claude Opus 4.7 now performs AI stylometry from just 125 words — here is the 5-step playbook to deploy AI authorship detection inside community supervision.
- Guide
Chrome Prompt API for L&D Teams: How 452,300 Training Specialists Can Build Browser-Native AI Tutors with Zero Cloud Cost (2026 Field Guide)
BLS data shows 452,300 U.S. training and development specialists struggle with personalized learning at scale, sensitive-material exposure, and runaway cloud-LLM token costs. This guide breaks down Chrome's Prompt API, gives a 5-step deployment playbook, and answers 5 FAQs.
- Guide
AI Forest Patrol in 2026: A Field Guide for Forest and Conservation Workers — 3 BLS Pain Points, 5 Real Use Cases, and 1 Supply-Chain Risk You Can't Ignore
BLS data shows 10,800 U.S. forest and conservation workers struggle with disease-tree identification, wildfire response, and automation displacement. This guide gives a 5-step AI forest patrol playbook — and warns about the April 30, 2026 PyTorch Lightning supply-chain attack that could backdoor your CV models.
- Guide
AI Agent Use Cases: What Actually Works at Work
Most AI agent use cases you read about are demos. Here's a 4-question test for the ones that actually hold up at work — plus the patterns that keep showing up.
- Guide
Claude System Prompt for Email Triage
The exact Claude system prompt I run every morning to triage my Gmail into a P0/P1/P2 to-do list. Copy, swap the bracketed sections, run today.
- Guide
Claude vs Zapier vs n8n: Building a Gmail AI Agent
I tested four ways to build the same Gmail AI agent — Claude.ai, Zapier, n8n, and Apps Script. Here's the real setup time, cost, and the catch with each.
- Interview
The Gmail AI Agent That Writes My Daily To-Do List
Every morning, Claude reads my Gmail and outputs a P0/P1/P2 to-do list with time blocks. 20-minute setup, $20/mo, zero code — full prompt inside.