12,483 posts read this week · 3 sources live

long horizon agents for
complete product sentiment analysis

fieldnotes runs agents that never stop reading what people say about your product across x and the open web — then turns what matters into github issues, mapped to the code responsible.

acme/console/signals
sweep 41s ago
all sourcesxforumsreviewssupport
last 7 dayssorted by velocity
THEME7D TREND
+ 7 low-signal themes

sessions expiring mid-work

high severityconfidence 0.92investigating

people feel they can't trust a session to survive their own workday. the tone shifted from confusion to open frustration on day four.

MENTIONS · 7D
38
REACH
3.1k
FIRST SEEN
6d ago
NEGATIVE
91%
SENTIMENT · 14 DAYSfrustration deepening
x

third time today i've been logged out of acme mid-deploy. losing my mind

@davelikesbuild · 1.4k likes · 212 reposts
41m ago
forum

Sessions invalidate while actively using the dashboard. Repro ~2h after login.

j_holt · 28 replies
5h ago
review

Great tool but I re-authenticate more than I deploy. Two stars until this is fixed.

verified user · 2 stars
1d ago
35 more signals in this theme
DRAFT ISSUEbugauthfieldnotes
session expires during active use
auth/session.ts:142refresh window compares issuedAt, not last activity
middleware/refreshToken.ts:87concurrent refresh treated as token reuse
open in githubdismiss theme38 posts attached

everything between a stray complaint and a merged fix

01
always-on ingestion

agents sweep x continuously, with web, forums, reviews, and support threads flowing through the same source-agnostic pipeline.

02
theme clustering

hundreds of differently worded posts collapse into a handful of things people actually mean, every quote kept as evidence.

03
sentiment over time

each theme carries a fourteen-day curve, so you can see patience wearing thin — and confirm when a fix actually landed.

04
velocity ranking

volume, reach, recency, and confidence separate a stray grumble from an emerging product problem.

05
whole-repo mapping

grok reads hundreds of source files in one pass and points each theme at the files and lines most likely responsible.

06
github issues, drafted

one click opens an issue with the summary, the user's own words, mapped code locations, and a suggested first investigation.

built on grok

the conversation happens on x. your repo fits in one context window.

native x + web search

grok reads posts minutes after they're written, where opinions actually form. no scraping layer to maintain.

long horizon agents

scanning runs for weeks, not seconds, so fieldnotes sees how feeling changes rather than one frame of it.

whole-repo context

hundreds of source files read together means real file and line references, and no vector database to keep in sync.