
Inside the enso lab we run controlled experiments on every platform that ranks, recommends, or distributes attention — LinkedIn, X, TikTok, Reddit, Substack, inboxes, search. Each dossier documents an observed seam in the wall, the signal measured leaking through it, and the operational protocol before the algorithm closes it.
- CLR · ω-02FILE 001 // REDDIT · karmaEYES ONLY
LIVE · THOUGHT LEADERSHIPHermes Agent, 1 Account, 11 Subreddits: 270 Karma in 1 Week, Zero Promotional Comments.
A single Hermes agent retains the full visible state of a subreddit in long context and routes through a high-bandwidth proxy mesh. 14-day comment survival: 87%. Downstream effect: 28 inbound calls.
pilot · n=11 subredditsDecrypt - CLR · ω-01FILE 002 // AUTHORITY · wikiEYES ONLY
LIVE · AUTHORITYA Glowing Seam in Wikipedia: 14 of 62 Citations Live at Day 30.
6-week pilot across n=9 client domains. No additions pitched — only documented maintenance gaps filled. 30-day edit survival: 23%. Downstream: LLM answer systems began quoting the citations back.
pilot · n=9 domainsDecrypt - CLR · γ-04FILE 003 // SDR · forecastEYES ONLY
DRAFT · AGENTICThe 90-Minute Window: Predicting LinkedIn Thread Saturation from Early Reply Velocity
A per-account forecaster that observes the first 90 minutes of reply arrivals on a LinkedIn thread and emits a stop/hold/push signal once audience saturation is statistically detectable.
training · v0.3Decrypt - CLR · β-11FILE 004 // SDR · promptEYES ONLY
DRAFT · PROMPTCastle 2.0: Anchoring the Second Touch to First-Touch Surface Yields a +38% Reply-Length Effect
A second-touch protocol that names the empirically observed first-touch surface. Reply volume invariant; mean reply length +38% with no change in send volume.
pilot · n=11 accountsDecrypt - CLR · α-02FILE 005 // INBOX · opsEYES ONLY
DRAFT · AI AGENTInbox Triage Classifier: 87% Top-1 Agreement With Human Triager on n=1,200 Replies
An LLM-based classifier that partitions inbound replies into warm, needs-human, and ignore, with a calibrated confidence score on every call.
internal use onlyDecrypt - CLR · δ-17FILE 006 // FIELD · captureEYES ONLY
SCRATCH · IDEAVoice-Note-to-Brief: Sub-30s Latency from ≤90s Voice Note to Structured Campaign Brief
Founder records a ≤90-second voice note; the agent returns a structured brief and three candidate opening lines before locomotion ends.
design dossierDecrypt







