CoachGPT
In developmentLongitudinal personal development with honest mirroring — built from reporting on what coaching actually changes.
Read the story →Duck Times Labs
Where Duck Times reporting becomes software. Experiments, prototypes, and product paths drawn from the desk — not the other way around.
Experiments from Duck Times Labs — software products built from our own reporting. Not every signal becomes a product — only the ones with a durable need and a clear user.
Longitudinal personal development with honest mirroring — built from reporting on what coaching actually changes.
Read the story →A structural timeline of the century so far — patterns, breaks, and what still compounds.
Open the series →Rising search interest and early topic spikes, routed into stories, Briefings, or Labs experiments.
Watch the radar →Weekly consequential ideas by email — editorial judgment as a recurring system, not a one-off newsletter blast.
Subscribe →How a Labs path starts
01
Signal
Rising attention hits the radar
02
Report
Editors verify what actually changed
03
Need
Durable gap, not a news-cycle toy
04
Prototype
Ship a tool for the same audience
Full Fact publishes its sourcing trail, not just its verdicts. A workbench should hold itself to the same standard.
5 min read

A personalized feed proved the wrong problem. Continuity is the harder one.
7 min read

Most companies do not have a knowledge problem; they have a forgetting problem search alone won't fix.
6 min read

A coach that only validates you is a mirror with bad lighting — the job is to say so anyway.
6 min read


For You feeds and Reels are engineered to never run out. Apple's own Today tab proves a bounded, curated alternative already ships at scale — Labs is testing whether readers want that experience on purpose, not just by default.

Amazon's memo culture captures the decision. Duck Times Labs is testing whether a git-style changelog can capture the part almost no organization documents: why a settled decision was later reversed.

Tools like Roam, Obsidian, and Notion built devoted niches around manually maintained link graphs. Duck Times Labs is testing whether ChatGPT-style passive memory succeeds where deliberate curation didn't.

"Citation needed" has flagged unsupported claims inline on Wikipedia for two decades. Duck Times Labs is testing a version built for claim-level uncertainty in original reporting, not crowd-edited encyclopedia entries.

Duck Times Labs is building a public radar whose actual job is showing readers which spikes editors rejected and why — a job no existing trend tool, including Google Trends itself, currently does.

OpenAI's April 2025 rollback of an overly agreeable GPT-4o update proved sycophancy is a measurable product failure, not just a personality quirk.

OpenAI, Google, and Anthropic are each deciding, largely alone, what their models get to keep remembering about you — and GDPR was never written for a system that keeps reweighting the past.

What happens when your most honest adviser is an AI that remembers everything?
Personal development is moving from scarce human coaches to always-on memory systems — with new intimacy and trust questions.
Published · Labs path
Audience exhaustion with real-time feeds is becoming a product opportunity for publications that treat speed as a vice.
Labs Path · Labs path