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VC Intelligence Report

llm-internals

Education — A comprehensive educational resource that breaks down large language model internals into digest…
Educationopen-source
● Verified live
Verdict from HTTP liveness real
last probed Aug 24, 2026
Pulse 56.9 · 3/4
56.9
Pulse Index
3/4 families · real
+3.8
30-day Δ
pulse momentum · real
18
HTTP probes
liveness history · real
9
Functional tags
observed attributes · real
Risk read derived from observed signals

Verified live by HTTP probe across 18 observations. Pulse momentum is positive over 30 days (+3.8).

HTTP liveness

real
18 probes · May 23, 2026Aug 24, 2026aliveredirecteddeadunverified

Signal telemetry

4 families · 3 observed · observed only
Liveness probereal
alive in 100% of 18 probesavg response 776 ms
Developer tractionreal
amitshekhariitbhu/llm-internals
commit recency not yet snapshotted · github family active in Pulse
Press & sentimentchecked · none
No coverage found in the tracked press corpus. Absence of press is itself a signal at this stage.
Web footprintreal
resolved host
outcomeschool.com
edge
direct origin
server
Vercel
Tranco rank
#1,723,656
Domain age & certificate data not yet collected

Analyst read

generated from the observed metrics above · no external narrative

llm-internals's listed site resolved live when we last probed it on Aug 24, 2026, so we mark it verified alive. Its Pulse Index is 56.9 of 100, built from 3 of 4 observed signal families. Observed footprint: 9 functional tags. It has no curated competitive-alternative edges yet, so the comparable set below is functional tag-similarity — read it with the confidence flags.

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisOverlapPulse30d ΔStatus
tensorflow-resourcesdev-toolstag-overlap80%40.00.0● live
Open Sourcedev-toolstag-overlap78%16.00.0→ redirected
Structure and Interpretation of Computer Programseducationsimilar78%40.0+9.6● live
ML Showcaseai-toolstag-overlap70%8.00.0— unverified
ProgramBenchai-toolstag-overlap70%53.4+0.6● live
Open Sustainable Technologydev-toolstag-overlap70%40.00.0● live
COVID19Reposdev-toolstag-overlap70%8.00.0— unverified
how-to-train-your-gpteducationsimilar70%13.3+0.4— unverified

Confidence reflects source and category coherence: curated = an editorially linked alternative; similar = strong functional tag-overlap in the same category; tag-overlap = shared tags only and may be noisy. Overlap is the shared functional-tag ratio (Jaccard) for tag-matched rows. Pulse is the observed-activity index real and 30d Δ its signed month change; a dash means insufficient observed history, never zero.

Structure

observed attributes
Business modelopen-source
Liveness tierquiet
Competitive alternativesnone linked
Open sourceNo
Public APINo
Free tierNo
Enterprise tierNo

Funding & team

not in source

No disclosed funding in our sources. Funding data covers only ~1% of the corpus (462 rounds across 79K products), so absence here is unknown, not zero— we don't estimate a number we can't source.

RAW TELEMETRY last 14 probes
PROBEDHTTPORIGIN → RESOLVEDSERVERMSVERDICT
2026-08-24 13:11Z200outcomeschool.comVercel698alive
2026-08-13 13:42Z200outcomeschool.comVercel447alive
2026-08-09 18:51Z200outcomeschool.comVercel693alive
2026-08-08 03:54Z200outcomeschool.comVercel1919alive
2026-07-30 20:08Z200outcomeschool.comVercel675alive
2026-07-26 16:49Z200outcomeschool.comVercel434alive
2026-07-18 13:34Z200outcomeschool.comVercel623alive
2026-07-13 13:22Z200outcomeschool.comVercel1988alive
2026-07-04 15:28Z200outcomeschool.comVercel593alive
2026-06-24 14:18Z200outcomeschool.comVercel941alive
2026-06-21 19:21Z200outcomeschool.comVercel122alive
2026-06-21 19:21Z200outcomeschool.comVercel567alive
2026-06-20 11:11Z200outcomeschool.comVercel931alive
2026-06-19 08:42Z200outcomeschool.comVercel233alive
Full redirect chains, response headers, and DNS records are not captured by the current probe.
Launch Sentinel tear sheet · llm-internals · as of 2026-08-28 · launchsentinel.com/reports/gh-amitshekhariitbhu-llm-internals · liveness, pulse and press figures are observed data with provenance shown per panel.