How I use AI (Oct 2026)
The author describes how their AI use changed over twelve months.
Source-based brief · Editor review not recorded · See checks and limits ↓
One primary source; other links are context, not independent corroboration.
- Primary sourceben.stolovitz.com
- Discovery linkHacker News
- Linked in sourceLast October
- Linked in sourceHank Green’s policy
- Linked in sourceHank Green
- Linked in sourceBrainPOP
- Linked in sourceadds noise-reduction
- Linked in sourcemacOS
- Linked in source“fail fast”
- Linked in sourcea huge change to Mumble
- Linked in sourceanthropomorphic bias
- Linked in sourceConsider the chairmaker
- Linked in sourceClaude-y comment detector
- Linked in sourcecouldn’t find “AI’ve”
A community post points to the original link. Discussion and upvotes do not establish accuracy.
Open full article view →- Community discussion+5
- Fetched source page+30
- No editor link review+0
- Community link+0
This measures the stored source trail and editorial steps. It does not certify accuracy, peer review, or independent corroboration. Popularity adds no points.
View full scoring →Read the scoring rubric →What the source says
The author describes how their AI use changed over twelve months. They now manage about five to six coding agents at once, each working in its own Git worktree on features, bugfixes, and tests, and they review agent-generated pull requests at the architecture level rather than line by line. They report that agents still need human taste, that they design architecture poorly, and that juggling many agents is exhausting. They also say Google's AI summaries have become their default search, with mixed accuracy, and that they drafted a personal AI policy.
Claim explorer
Attribution, source and conditionsSource-stated points from the stored brief. Claim-level assessments have not been recorded.
Source claims not independently checked; this is one engineer's anecdotal experience, not a controlled study.
This connects a source, an attributed statement and its qualifications. It does not establish that the claim is correct.
Questions worth asking
Open questions for further reportingWhat remains unconfirmed?
Source claims not independently checked; this is one engineer's anecdotal experience, not a controlled study.
What material was available for this brief?
The recorded brief basis is fetched source page. These points are AINewsIQ paraphrases, not quotations or independent confirmations.
The author manages roughly five to six coding agents at once, each working in a separate Git worktree.
Source: ben.stolovitz.com ↗Stored source-based brief · key point 1 · AINewsIQ paraphraseAgents write code, run tests, and create pull requests, but the author still validates their output manually.
Source: ben.stolovitz.com ↗Stored source-based brief · key point 2 · AINewsIQ paraphraseThe author reports agents are poor at architecture design and need human taste, and that juggling many agents is fatiguing.
Source: ben.stolovitz.com ↗Stored source-based brief · key point 3 · AINewsIQ paraphraseGoogle's AI summary is now the author's default search starting point, though it sometimes gives incorrect answers.
Source: ben.stolovitz.com ↗Stored source-based brief · key point 4 · AINewsIQ paraphraseLimits from the stored brief
Source claims not independently checked; this is one engineer's anecdotal experience, not a controlled study.
This is a source-based abstract, not independent validation of the source's claims.
Evidence & sources
These links show where the signal came from and what the source page linked to. A linked page is context, not independent corroboration.
Related archive coverage
These relationships record a citation or topic overlap, not confirmation of the finding.
A community post points to the original link. Discussion and upvotes do not establish accuracy.
Timeline & updates
- Signal dated by source or discovery feed
This timestamp places the signal in the radar. It may be the discovery post date rather than the primary page's first publication date.
- Shared brief stored
AINewsIQ prepared one abstract from fetched source page.
Brief history · 1 retained version
These are changes to AINewsIQ’s own publication. Earlier history is unavailable unless recorded here. Complete retained versions are available to the editor.
- Version 1 · published
Source-based brief stored or updated. This does not establish that the publisher changed its page.
Automated record
Source observations · 1 recent captures
A changed capture means the extracted text differed. It can reflect page furniture or extraction changes; it does not establish a substantive correction. Source captures remain private.
Retained capture; no earlier comparison available.
New engagement snapshots do not mean the source itself changed. Source observations and AINewsIQ brief revisions are separate records.
Why this may matter
The post offers a first-person account of how a practitioner integrates agentic coding and AI search into daily work, including where it saves time and where human judgment remains necessary.
Limits and open questions
Source claims not independently checked; this is one engineer's anecdotal experience, not a controlled study.
Organization-specific financial, security, and operational effects require the organization's own context and review.

Join the discussion
Have a different perspective or a question about the evidence? Discussion is free with a verified email account. Every comment is reviewed before publication.
No published comments yet.
New commenters: 2 submissions per 24 hours, at least 5 minutes apart, until 3 are approved. Discussion guidelines and moderation →