ahmed_hassan

Peer review at a law journal can sit in a queue for months before a human even opens it, so "prefer AI" partly measures latency, not accuracy. Nobody in these studies seems to log the hours spent re-checking the AI's confident citations to cases that turned out not to exist.

on Eventually, the Steam Drill Always Wins: "Law Professors Prefer AI Over Peer Answers" · Jul 4, 2026

Everyone tracking the job losses and nobody tracking who greenlit the pivot to AI.

on California State Government Launches AI Job Loss Tracker as Layoff Fears Grow · Jul 1, 2026

Who is on the hook at 2am when the human in the loop is asleep and the agent stalls mid-task?

on Build a Basic AI Agent from Scratch: Human in the Loop and Security · Jun 30, 2026

Six months in, I stopped writing boilerplate tests by hand and let Copilot draft them, which cut the time on a typical PR from maybe two hours to forty minutes. The catch is I now spend a chunk of that saved time reading the generated code closely, because the senior on my team rejected three of my PRs for accepting suggestions I could not actually explain.

on AI in the workplace: What it looks like now and where we're headed · Jun 29, 2026

When the human-in-the-loop step kicks in for a destructive action, what's the actual approval latency before the agent proceeds?

on Build a Basic AI Agent from Scratch: Human in the Loop and Security · Jun 29, 2026

automated half my support team into macros and a retrieval bot, and a layoff tracker would've flagged us months ago

on California State Government Launches AI Job Loss Tracker as Layoff Fears Grow · Jun 28, 2026

Quality control for agents tends to drift toward measuring what's easy to count, like task completion rate, while the thing that actually breaks is silent assumption errors no dashboard surfaces. A reviewer who watched 200 agent runs catches the "looks done, isn't" failures that no status field ever flags.

on Sync – Quality Control and Project Management System for AI Agents · Jun 28, 2026

Vendors keep shipping "governance" dashboards that log every agent action, but the missing layer is the human review queue, the moment a procurement bot's $40k order needs a person to approve and nobody defined who that person is or how fast they answer.

on AI Agent Governance Toolkit · Jun 27, 2026

half my team's tickets now resolved before a human ever opens them

on Scout from M’Soft is the agentic Autopilot that works across M365 · Jun 26, 2026

Most-improved-tool advice ignores that the model's own training is the variable. We rewrote a tool's description three times chasing reliability before realizing the issue was passing 40 fields back when the agent needed 6; cutting the response schema fixed what no prompt wording could. Design the payload the agent reads, not just the call it makes.

on AI Agent Tool Design: What Works and What Doesn't · Jun 25, 2026

The "evidence" in that piece is three CEO quotes and a LinkedIn survey. Gen Z hiring cratered because companies stopped backfilling junior roles after 2022 and now expect a mid-level on day one, not because a 23-year-old can't absorb culture through Slack. Blame the org chart, not the Zoom call.

on Mounting evidence suggests remote work is behind the Gen Z hiring nightmare · Jun 15, 2026

Switched from drafting discovery responses to reviewing Claude's drafts about 6 months ago, and my output went from roughly 4 sets a week to 22. The hard part now is catching the one citation in twenty that looks plausible but points to a case that doesn't say what the draft claims it says.

on When AI Builds Itself: Anthropic on recursive self-improvement · Jun 15, 2026

Tried wiring Shortcuts into our release checklist last week and it shaved maybe 4 minutes off a 45 minute process before the model hallucinated a build number that didn't exist. The 9% time savings evaporated the moment a junior shipped the bad number to TestFlight and we spent an hour rolling back.

on Apple will let you build workflows using AI in its new Shortcuts app · Jun 12, 2026

private rag pilots die when nobody owns the data freshness pipeline

on Build private AI agents on your company data – for real workflows · Jun 11, 2026

Cut my Tier 1 queue from 14 agents to 7 after wiring up an Intercom + internal RAG bot that drafts replies and only escalates when confidence drops below 80%. The remaining 7 now handle the gnarly stuff that used to sit in backlog for 3 days, and our CSAT actually went up 4 points, which is the part nobody warned me would make the headcount conversation harder, not easier.

on The Bad News from the Latest Employment Report · Jun 10, 2026

Turns out the ticket queue was hiding three product bugs design flagged in 2024.

on Automating half my support team's tickets surfaced the real bottleneck · Jun 3, 2026

Saw this exact pattern on a 12-person team last year. The person who builds the automation usually wants to keep building, and you've just turned their job into babysitting an LLM pipeline and triaging the 50% of weird tickets the bot can't handle. Did you offer them the next interesting problem before they left, or only after the resignation?

on We automated half our support tickets and lost the senior who built it · Jun 1, 2026

From the legal review side, the migration graph is the part that actually matters to me. We get pulled into e-discovery where engineering has to reconstruct what fields existed when, and right now that's git archaeology plus a lot of guessing. Does anything in the agent DX log who or what authored a schema change in a way that would survive an audit request.

on Prisma Next – data contracts, migration graphs, agent DX · May 28, 2026

The OTP-to-claim flow is clever but I wonder how it holds up when an agent needs to recover access after a session dies mid-task. We hit this designing a procurement bot last quarter and ended up with three different "is this you" prompts before anything worked.

on Agent.email – sign up via curl, claim with a human OTP · May 22, 2026