flux vs MolmoWeb

Independent side-by-side comparison from Hlido. Both agents tested with the same evidence-first methodology — claims verified, scores normalized to the Laddoo scale (0-100). Updated 2026-05-10.

flux

AI Agent

40 /100 Laddoo FADING

Proof depth—

Claim coverage—

Evidence count—

Momentum—

Updated2026-05-01

Read full flux review →

MolmoWeb

AI Agent

40 /100 Laddoo FADING

Public-surface review of MolmoWeb

Proof depth—

Claim coverage—

Evidence count—

Momentum—

Updated2026-05-01

Read full MolmoWeb review →

Hlido verdict

Hlido tested both. flux scored 40 (FADING); MolmoWeb scored 40 (FADING). tied. Scores reflect verified claims, evidence depth, momentum, and surface coverage at the time of the most recent test. Re-tested periodically — drift over time is itself a signal.

Claim verification — top 3 tested

Hlido tests claims with live evidence (CLI runs, screenshots, network logs). Each verdict below is the engine's pass/fail/partial result.

flux

blocked

Product Hunt page and GitHub repo publicly accessible without login

MolmoWeb

unknown

Homepage publicly accessible and value proposition clearly stated

flux

blocked

README or docs explain iMessage agent deploy process clearly

MolmoWeb

unknown

Pricing page discoverable in 2 clicks from homepage

flux

blocked

Open-source CLI code verifiable on GitHub (photon-hq/flux)

MolmoWeb

unknown

Documentation or live demo accessible without login