Editorial intelligence brief
What matters now
Released Needle 3 on September 17, 2026, a downloadable 29M-121M-parameter laddered automation foundation model that runs as 8-29 MB binaries across tiny devices.
Focus: Small on-device automation foundation models and cross-platform edge inference
Latest funding
Not tracked
No structured event
Tracked funding
Not tracked
No structured events
Latest valuation
Not tracked
No source-backed record
Latest revenue
Not tracked
Deployment lifecycle position
Source-backed financial history
Funding and financial history
Funding, valuation, revenue, and debt are kept separate so unlike measurements are never presented as one trend.
A structured financial history has not been completed for Cactus Compute.
The profile will not manufacture a trend from incomplete or unsourced figures. Each amount must be dated, typed, and linked to public evidence first.
Chronological activity
What changed
Released Needle 3 on September 17, 2026, a downloadable 29M-121M-parameter laddered automation foundation model that runs as 8-29 MB binaries across tiny devices.
A structured event record is still being assembled for this company.
Recent coverage of Cactus Compute
Consolidated by storyMeet Needle 2: An Open 45M-Parameter Tool-Calling Model That Ships as a 14MB Binary and Runs a Full Session in 28MB of RAM
marktechpost.com · Aug 13
26M vs 270M on Function Calling: I Tested Needle Against FunctionGemma.
medium.com · May 17
Needle, a lightweight version of Gemini's tool invocation functionality designed to run on smartphones, has been released, with developers touting its usefulness in building AI agents for mobile devices.
GIGAZINE · 1 related source · May 14
Product surface
Products and model families
Recent models
Products
Open weights
Yes
API access
Yes
Review cadence
Weekly
Market position
Lifecycle and strategic signals
Research
Preview
Growth
Deployment
Deployment: Production & at scale
Focus
Small on-device automation foundation models and cross-platform edge inference
Signals
Taxonomy
Competitive context
Infrastructure & distribution
Where Cactus Compute sits in the AI stack
Model layer
1 tracked model family
Access layer
Managed API + self-hostable weights
Market layer
Open Weight Labs
Public product surface
Stack signals
This section reflects publicly visible product and access signals. Undisclosed GPU, cloud, training, and data-center contracts are not inferred.
Evidence trail
Sources and corrections
Primary and public sources used to verify the structured company profile.
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