Frontier Research Lab — 7 experiments live

Building the substrate for AI-native software.

DeepFuture R&D is a small team pushing the frontier of autonomous agents, reasoning, multimodal perception, and evaluation. Our research ships — into Leadsy, KnowFirst, and the next generation of AI-native products.

Active
7 experiments
Papers
12 published
Eval suite
1.2M tasks
Research pillars

Six bets on the next decade of intelligence.

Each pillar is funded, staffed, and ships into production within 90 days. No dead-end research.

Reasoning

Long-horizon planning, self-critique, and verifiable chain-of-thought for agents that don't hallucinate.

Autonomous agents

Tool-use, memory, and orchestration primitives that ship real work — not demos.

Multimodal perception

Vision + language + structured data fused into a single understanding layer.

Evals & alignment

A 1.2M-task evaluation suite measuring what users actually care about.

Small language models

Distilled, specialized models that run at the edge with frontier-class quality.

Knowledge graphs

Real-time entity graphs from the open web — the substrate behind KnowFirst.

Live experiments

What's running right now.

deepfuture@lab:~/experiments$ watch --livelive
DF-07
Continuous self-improvement loop
running
+14.2% on ARC-AGI
DF-12
Multi-agent tool orchestration
running
9.1s avg task
DF-15
Sparse mixture-of-experts (1.3B)
training
loss 1.81
DF-19
Vision-language grounding eval
running
0.93 IoU
DF-22
Symbolic verifier for code agents
review
8.7× fewer halluc.
DF-24
Edge-deployed reasoning SLM
running
32 tok/s on M2
DF-27
Real-time entity graph diffusion
training
9.4M nodes/hr
Benchmarks

Frontier-grade results.
Production-grade systems.

Every model we ship clears a custom evaluation suite of 1.2M real-world tasks before it touches a customer.

1.2M
eval tasks
94.2%
pass rate
ARC-AGI (reasoning)baseline 0% · ours 0%
SWE-bench Verifiedbaseline 0% · ours 0%
GPQA Diamondbaseline 0% · ours 0%
MMLU-Probaseline 0% · ours 0%
Tool-use accuracy (internal)baseline 0% · ours 0%
Method

Research that compounds.

Every experiment follows the same five-step loop. No theater, no overhead.

1
Hypothesis
A falsifiable bet on what unlocks.
2
Prototype
Smallest model that can prove the idea.
3
Evaluate
Against our 1.2M real-task suite.
4
Productionize
Ship into Leadsy or KnowFirst.
5
Publish
If it generalizes, we share it.

Work on problems that
don't have answers yet.

We're hiring research engineers, applied scientists, and infra people. Small team. High ownership. Production from day one.