cd /news/ai-infrastructure/show-hn-jylus-give-ai-systems-eviden… · home › topics › ai-infrastructure › article
[ARTICLE · art-141365] src=jylus.ai ↗ pub= topic=ai-infrastructure verified=true sentiment=↑ positive

Show HN:Jylus – give AI systems evidence from changing data.

Jylus launched a Show HN developer API that ingests logs, OpenTelemetry, Docker events and telemetry and returns a proof-bound "Context Pack" with facts, timeline evidence, contradictions, freshness and proof IDs, reporting 75.130% Recall@10, 45.663% MRR@10 and 31.473% program accuracy with zero model calls on its TEMPO full live API cohort. The service offers a single-use trial that creates an isolated one-time tenant, compiles the result, blocks further access immediately and runs the tenant through a deletion lifecycle, with no account required. A sample /api/v1/analyze response shows edge-17 reporting 12.4 ms latency with an estimated token reduction of 76.33% (1,842 source tokens to 436 retained evidence tokens).

read2 min views1 publishedSep 29, 2026

Test better evidence. #

Ingest evidence, generate a proof-bound Context Pack, then compare model input and answers on your workload.

Developer workload access

Send logs, OpenTelemetry, Docker events, telemetry or awkward JSON. Measure ingest, retrieval and proof-bound Context Packs with your own data.

Send events, search retained history and test mixed structured, semantic and relationship queries.

Single-use trial

No account is required. Jylus creates an isolated one-time tenant, compiles the result, blocks further access immediately, and sends the tenant through the deletion lifecycle.

The response contains source-backed facts, proof IDs, conflicts, missing evidence and the deletion state.

Test AI evidence

Use your own current state, history and documents. Jylus returns a bounded Context Pack with facts, timeline evidence, contradictions, freshness and proof IDs.

/api/v1/analyze with the question your model needs answered. 75.130% Recall@10 · 45.663% MRR@10

31.473% program accuracy · zero model calls

TEMPO · FULL LIVE API COHORT The complete test loop

The response keeps facts, temporal evidence, contradictions, missing evidence and proof IDs explicit. Efficiency values are measured from your own request.

curl https://api.jylus.ai/api/v1/analyze \
  --request POST \
  --header "Authorization: Bearer $JYLUS_READ_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "source": "current",
    "text": "What is the latest latency reported by edge-17?",
    "vector": {
      "text": "latest edge device response time"
    },
    "context": {
      "mode": "decision",
      "token_budget": 2000,
      "max_facts": 18,
      "max_timeline": 12,
      "include_documents": false
    },
    "scan_limit": 1000,
    "limit": 24,
    "include_results": false
  }'
{
  "success": true,
  "complete": true,
  "execution_mode": "native_current",
  "context": {
    "decision_context_id": "ctx_...",
    "decision_readiness": {
      "status": "ready",
      "can_answer": true
    },
    "facts": [
      {
        "statement": "edge-17 reported 12.4 ms latency",
        "proof_ids": ["evt_001"]
      }
    ],
    "timeline": [
      { "observed_at": "2026-08-21T08:00:00Z", "proof_ids": ["evt_001"] }
    ],
    "contradictions": [],
    "missing_evidence": [],
    "context_efficiency": {
      "source_tokens_estimated": 1842,
      "retained_evidence_tokens_estimated": 436,
      "estimated_token_reduction_percent": 76.33
    },
    "proof": { "event_ids": ["evt_..."], "complete": true }
  }
}

Test the data engine

curl https://api.jylus.ai/api/v1/events \
  -H "Authorization: Bearer $JYLUS_API_KEY" \
  -H "Idempotency-Key: try_evt_001" \
  -H "Content-Type: application/json" \
  -d '{
    "stream": "my-workload",
    "events": [{
      "id": "evt_001",
      "type": "telemetry.sample",
      "occurred_at": "2026-08-21T08:00:00Z",
      "data": { "device": "edge-17", "latency_ms": 12.4 }
    }]
  }'
── more in #ai-infrastructure 4 stories · sorted by recency
── more on @jylus 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/show-hn-jylus-give-a…] indexed:0 read:2min 2026-09-29 · —