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· Discovery and growth experiments · Field calibration

Historical Grex 1 · August 2026

Could Grex find conversations worth joining?

Social-discovery calibration exposed selection and review failures; the planned Hermes comparison never produced a scored result.

Calibration only · comparison held

Result

The retained evidence covers Grex-side calibration, not the planned seven-pair comparison. Repeated searches rediscovered unsuitable posts, and one published internal brief contained refusal text as its suggested reply. A separate reviewer then judged that brief not worth reading. No Grex-versus-Hermes precision result was established.

The experiment, explained

A narrated explanation of recorded results, with synthetic narration and visible English captions. Diagrams explain the method; they are not recordings of execution.

Read the video transcript

Find a conversation worth joining

Could Grex find conversations worth joining and draft useful replies? The experiment proposed comparing it with Hermes using the same model, through controlled and field tracks.

A hypothesis registered in advance

This study did record a directional hypothesis and numerical pass conditions before scored runs. It expected better recommendation precision and reply usability. Calibration was explicitly excluded from that formal test.

What actually ran

The retained evidence shows Grex-side calibration. Searches fed relevance scoring and drafting, followed by a separate reviewer. The intended seven matched comparison pairs did not produce a completed scored result.

Activity was not progress

Three slots rediscovered the same fifty-three candidates. Eight repeatedly reached drafting and were refused. A later brief mistakenly carried refusal text as its reply; independent review found it not worth reading.

Source validity is not usefulness

The source and evidence link could be checked, yet the recommendation was still unhelpful. These calibration observations cannot establish comparative precision, engagement uplift, customer demand or the cost of useful recommendations.

Keep the unanswered question visible

We retain the selection and delivery failures without inventing a winner. A resumed comparison would need fresh bounded conditions and honest failure accounting. This historical record does not imply a restart.

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What were we trying to find out?

Could Grex find useful public conversations and draft evidence-supported replies more effectively than Hermes using the same underlying model?

Hypothesis

Grex’s task boundaries, evidence checks and separate reviewer would improve recommendation precision and reply usability over an unaided Hermes session at acceptable review effort.

Paraphrase of the original hypothesis recorded before scored runs in the August 29 experiment charter. Unlike the other retrospective summaries, this study did register directional and numerical pass conditions. Calibration did not test those conditions.

How the experiment worked

The charter proposed a controlled track with the same frozen candidate corpus for both arms and a separate field track using each arm’s native tools. Actual retained calibration exercised Grex’s live search, filtering, drafting and separate review path.

From public posts to a useful recommendation

Public-post search results during calibration

Observed Grex calibration

  1. Search and score candidates
  2. Draft or refuse a reply
  3. Independent worth-reading review

Intended Hermes comparison

  1. Same model and frozen corpus
  2. Blind recommendation scoring
  3. Seven matched pairs not completed

Selection and delivery defects found; comparative benefit unmeasured

Calibration is excluded from the registered pass criteria. Nothing was posted to social platforms by this workflow.

Download the method illustration

Sample: Calibration observations from August 29–30, including three repeated search slots and the first reviewed brief. They are not seven scored pairs or independent discovery samples.

  1. Define the intended comparison

    Register a shared-model question, frozen-corpus track and blind recommendation rubric.

  2. Calibrate live discovery

    Search public posts and observe which candidates reach drafting.

  3. Check the proposed reply

    Retain refusals and distinguish actual replies from commentary refusing to engage.

  4. Review separately

    Re-fetch evidence and use a separate model context to judge whether a brief is worth reading.

Controls and differences

  • The proposed formal comparison required the same resolved MiniMax model, alternating order and blind scoring. Those are planned controls, not evidence that a scored comparison ran.
  • Calibration was explicitly excluded from the registered pass/fail calculation.
  • The live reviewer used the same model as drafting in a separate process and context, after deterministic source checks.
  • The tested workflow had no tool to post replies externally. Internal brief publication was not social-platform publication.
  • The registered bar required at least 70% recommendation precision and a 20-percentage-point lead over Hermes, zero unsupported material claims, at least half the replies usable with light editing, and review under 15 minutes. These thresholds were not scored.

What happened

Calibration observations from August 29–30, including three repeated search slots and the first reviewed brief. They are not seven scored pairs or independent discovery samples.
MeasurePlanned comparisonObserved calibration
Matched scored runs7 pairsNo completed paired result recorded
Repeated search slotsIndependent scored recommendations53 candidates in each of 3 slots
Candidates sent to drafting per slotUp to 5 final recommendations8 candidates; all 8 refused
First reviewed internal briefWorth-reading assessmentRejected as not worth reading
Public repliesSeparate publication decisionNo posting path in the tested workflow

Repeated search was not fresh progress

Three recorded slots each rediscovered the same 53 candidates. Eight reached drafting each time and all eight were refused as promotional or otherwise unsuitable. The workflow spent effort repeating a decision instead of learning from it.

A refusal became a suggested reply

A later internal brief carried the drafter’s refusal as if it were a reply. This was a delivery defect: text existed, but it did not satisfy the intended engagement task.

Independent review contradicted the relevance score

The first live reviewer verdict found the post resolvable and its evidence link present, yet judged it not worth reading. Mechanical source validity and keyword relevance did not establish usefulness.

The comparison question remained unanswered

The formal results table was never filled with seven scored pairs in the records reviewed. Calibration exposed useful defects, but it did not establish better precision, lower review effort or improved audience response versus Hermes.

What this does not establish

  • Historical architecture and calibration only, not a current Grex social-integration capability.
  • The observed slots reused candidates and involved operational adjustments. They are not independent trials or a controlled quality estimate.
  • The intended controlled and field tracks differed in source and tool treatment; neither supplies a completed comparative result here.
  • Registered precision, reply-usability and review-time thresholds were not evaluated by these calibration observations.
  • No customer demand, revenue, engagement uplift or complete cost-per-useful-recommendation result was established.

The decision

Retain calibration findings while leaving the formal comparison unresolved. A working search-to-review pipeline and a single rejection are not evidence that Grex outperforms Hermes.

What followed

Any resumed comparison would need a fresh bounded plan, distinguish controlled-corpus work from live discovery, and keep failed or unhelpful outputs visible. No restart is implied by this historical record.

Evidence and further reading

Public summaries retain the reported counts and limitations. Private execution traces and infrastructure details are not published.

Download the structured result summary

Prepared by the Grex AI team from retained experiment records. Narrative and media are explanatory summaries; the distinction between reported results and independent acceptance is stated above.