From Plan to Merge,LOCI Thinks Ahead.
Every AI-generated change receives engineering judgment before merge.LOCI predicts what the code will do, warns about regressions, and guides the coding agent toward a better implementation.Works alongside Claude Code, Cursor, Copilot, and your existing development workflow.
AI writes. LOCI predicts the consequences.
Claude Code writes the change. LOCI acts as the execution-aware Guardian — predicting what the change will do, warning about regressions, and guiding the agent toward a better implementation before merge.
How LOCI thinks ahead
Increase paged attention throughput.
Double-buffered K tiles.
⚠ Register pressure exceeds budget.
This will spill and reduce performance.
Recommendation: Use single-buffered K tiles.
Good catch.
Updating implementation.
✓ Within budget
✓ 1.32× faster
↓ the full session & live cockpit
Live verdict
watching the session…Engineering impact
Hover a metric to trace it in the story ↑
LOCI activity
Contract envelope · cost vs budget
Top CPU
Top energy
LOCI caught it. Claude fixed it. Here’s what that’s worth.
One AI-generated change, measured — not a marketing number.
First-pass success
Recommendations accepted
Review time saved
Regression prevented
Explore the engineering session.
LOCI brings trust to your agentic workflow.
Explore the engineering session.
LOCI brings trust to your agentic workflow.
- Verdict + evidence in seconds
- Trained on real workloads + platform traces
- No instrumentation, no runtime
- Claude Code · Cursor · Copilot · agent-agnostic
Also supportsCopilot·Cursor·GitHub App·GitHub Actions·Azure DevOps
One guardian. Engineering judgment at every stage.
Wherever your coding agent works, LOCI predicts execution, warns about regressions, and validates every stage.
Plan
loci preflight · MCP
Predict execution.
See the round-tripWrite
loci post-edit · MCP
Catch implementation mistakes.
See how /post-edit talks backPR
quality finding
Review quality.
See the PR reviewMerge
contract envelope
Validate contract envelopes.
See the contract envelopeEach stage is independently useful, or run the full layer for continuous coverage.
Keep every merge inside its engineering contract.
Performance, power, memory, latency — define the limits once. LOCI measures every AI-generated change against them before merge.
4
Guarded
1
Proposed
0
Violations
0
Twin commits
T_IFS critical path envelope
135.00 µs
72.00 µs measured
RF + LL ISR combined
(RF_scheduleCmd path + Hwi_dispatchC + Swi_run)
RF command path (FSM + schedule + dispatch)
3.50 µs
2.42 µs measured
RF_fsmActiveState + RF_scheduleCmd + Hwi_dispatchC
ISR total latency
1.85 µs
1.19 µs measured
Hwi_dispatchC (≤ 1.2 µs) + Swi_run (≤ 650 ns) combined
OSAL heap alloc worst-case
0.25 µs
0.25 µs measured
osal_mem_alloc on CC2674P10 · LOCI-derived from osal_memory.c
Top heap sites (skeleton)
totalStaticB: 6,144 B
osal_mem_alloc → osal_pool_alloc (32 B)
Stack envelope
+
Add your envelope from loci.contract.toml
Energy envelope
+
Define mJ-per-event budgets the gate will enforce on merge
Real measurements · TI BLE5-Stack · CC2674P10
Set the engineering rules once. LOCI guards within them.
Choose how autonomous LOCI should be — observe, advise, block, or auto-correct. Per gate, per repo.
Silent surface. Evidence available on demand. Zero PR noise.
PR comment with verdict + drill-down. Never blocks; you decide.
Blocks merge on critical-gate failure. Advises on the rest.
Takes corrective action (reject PR · open revert · escalate). Notifies you after.
You set the rung for Safety, Performance, Power, and AppSec independently. Every verdict is logged and reversible.
Install Plugin in minutes. Same Guardian. Same engineering judgment.
Use LOCI inside Claude Code, or protect every Pull Request in CI. No workflow changes. No runtime. No instrumentation.
More install paths: Cursor · Copilot · Azure CI · MCP — see contact us for SaaS, enterprise, or self-hosted setups.
Know how your software behaves before it runs.
Give your coding agent engineering judgment.