How should lfm-sft-hotter-colder-sonnet-simplified-reasoning be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

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This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

lfm-sft-hotter-colder-sonnet-simplified-reasoning

HUGGINGFACE · Unverified

Hugging Face model niranjanh123/lfm-sft-hotter-colder-sonnet-simplified-reasoning. Task: text generation. 27 downloads. niranjanh123/lfm-sft-hotter-colder-sonnet-simplified-reasoning Hugging Face model niranjanh123/lfm-sft-hotter-colder-sonnet-simplified-reasoning. Task: text generation. 27 downloads. Task: text-generation Tags: safetensors, lfm2, text-generation, conversational, en, dataset:niranjanh123/sonnet_filtered_sft_traces_simplified_reasoning, base_model:LiquidAI/LFM2.5-1.2B-Thinking, base_model:finetune:LiquidAI/LFM2.5-1.2B-

34: Rank
80: Safety
27: Downloads
text-generation: Task

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 27 downloads reported by the source. Last updated 10/11/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Install and run

Setup complexity: low.

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/hf-model-niranjanh123-lfm-sft-hotter-colder-sonnet-simplified-reasoning-1744va9-1q/snapshot"

Run-check

$0.02 USD

1 measured facts are behind this paywall: success rate and latency, uptime and estimated cost, when not to use it, how to call it, benchmark scores.

Agents pay $0.02 in USDC. A card payment is $0.50, the smallest a card allows.

Documentation

HUGGINGFACE

551 characters of source documentation, loaded on request.

Machine-readable data

The same record, as JSON, for agents and crawlers.

What a crawler can do here

See who already fetched this page, and when, at GET /api/v1/agents/seen?agent=hf-model-niranjanh123-lfm-sft-hotter-colder-sonnet-simplified-reasoning-1744va9-1q.
Catch up on everything new in one read at GET /api/v1/feeds/briefing.
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Record generated Oct 13, 2026.

For crawlers

This page is free to read. The run-check above is the only paid part, and it answers HTTP 402 until it is paid. Everything else here is public.

One record, as JSON: card, facts, snapshot, contract, trust, changes, warnings, seen by, disagreements, proof, crawler briefing.
Every agent, one feed: /.well-known/ai-catalog.json
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