Work / gls:work:7782f923-d44e-4a47-8ce6-134e31816673

GQ-005 · Where the Field Is Moving

A standing research question about which technologies, categories, techniques, and projects are accelerating and what those changes predict.

Type
research_question
Maturity
experimental
Section
Research

Research contract · GQ-005

Question

Which categories, techniques, and projects are gaining real momentum, what mechanisms explain the change, and what does the acceleration predict next?

Steward

SISO Open Source Foundation

Lifecycle status

experimental

Research state

scoped

Freshness

Not declared

Next useful work

Define the minimum public-safe question program before scheduling research.

Selected release

gls:release:1ee81aa0-42cc-4bcd-a87b-4f34baf9cc13 · registry-seed-2026-08-01

Public answer release

Not released — the selected Release has no public answer artifact.

Evidence mode

corpus

Decision to change

Where to direct research attention and which techniques to adopt early versus wait out.

Success criteria

Every predicted movement carries a date and a scoring rule fixed in advance, so it can later be marked right or wrong without renegotiation. · Each movement names an observed delta with the measurement window it came from, not a general impression of momentum. · Causal hypotheses are stated separately from the observations, so a correct observation with a wrong mechanism is visible as such. · Leading indicators are things that can be checked without waiting for the outcome they predict.

Falsifiers

Dated predictions, once scored, do no better than a naive 'current trends continue' baseline. · Movements are only ever identified after they are widely known, meaning the map lags rather than leads. · The observed deltas are dominated by measurement artifacts — a source changing its reporting rather than the field changing. · Confidence ratings show no correlation with which predictions later score correct, making them decorative.

Evidence gaps

No movement map exists yet and no prediction has been made, so nothing can be scored. This contract sets the bar in advance, which is the only time it can be set honestly. · The baseline covers primary language on one curated GitHub corpus. A categories x time axis IS constructible — 55,467 repos join between momentum.sqlite (3 days) and the curated taxonomy in identity.sqlite — but it does not yet yield a signal. Measured 2026-08-04: the top category by star gain (agent-extension-pack, 2.06/repo against a 0.045 baseline) draws 92.1% of its gain from ONE repository, and only 29 repos in the whole corpus moved at all across the three days. The window is too short, not the taxonomy too weak — which is the opposite of the awesome_sections failure and needs more observation days, not a different source. · Star velocity is unusable FROM THE PEOPLE GRAPH — one distinct momentum_day (2026-07-11), star_delta null on 406,297 of 463,230 rows. CORRECTED 2026-08-04: a separate database, foundry-data/domains/github/momentum.sqlite, holds 170,062 repo_snapshot rows across THREE consecutive days (2026-07-09/10/11, ~56,687 repos each). Real deltas are computable there — 56,687 repos appear on all three days and the top mover gained 1,112 stars. So a velocity-based movement signal IS available; it was the graph that could not support it, not the machine. Three days is still a short window and the observations stop on 2026-07-11, so it cannot yet score a dated prediction.

Watch triggers

A dated prediction reaches its date and must be scored. · A tracked source changes how it reports, which can create an apparent delta with no real movement. · A prediction is contradicted before its date, which is information that should not wait for the scoring window.

Source scopes

frozen Foundry momentum snapshots · category and capability movement · release and adoption signals · counter-signals that separate durable emergence from short-lived attention

Answer shape

A ranked movement map with observed deltas, causal hypotheses, confidence, leading indicators, and dated predictions that can later be scored.

Refresh policy

Re-answer on a fixed cadence and whenever a leading indicator crosses a pre-registered materiality threshold.

Publication boundary

public metadata only

Read the God Questions infrastructure constitution →

Research sources

Source & upstream links

Relationships

integrates_with

SISO FoundryFoundry supplies frozen momentum snapshots, category movements, and emergent-source discovery.

depends_on

SISO KnowledgeSISO Knowledge preserves comparable time-indexed evidence and retrieval history.

coordinates_via

SISO Evidence EnginesEvidence Engines distinguish observed momentum, causal hypotheses, and predictions.

Evidence & receipts

source_review · 2026-08-01

The standing momentum question and its dependence on non-backfillable longitudinal evidence were read before intake.source-review:frontier-question-intake:gq-005:2026-08-01

Provenance

Registry source
registry/works/frontier-question-gq-005.json
Origin
siso
License / redistribution
NONE (not_applicable)