On September 10, 2026, the Cognition Team introduced SWE-2—framed as its most advanced coding model yet and a push on the capability–cost frontier. The post’s headline vendor claim is 50.0% on FrontierCode 1.1 Main, within one point of Fable 5.1 while being 64% cheaper. Those scores are Cognition’s published vendor results, not an independent Alberta desk audit. Treat them as publicly reported claims and read the primary before you rewrite a coding-agent budget.
What Cognition listed for SWE-2
The primary says SWE-2 scaled RL into the multi-trillion-parameter regime on top of the SWE-1.7 training recipe, with an RL approach that trains all reasoning-effort levels in a single run. SWE-2 is post-trained from Kimi K3 (2.8T). Cognition also publishes a vendor comparison table covering FrontierCode 1.1 Main, DeepSWE 1.1, Terminal-Bench 2.1, and Terminal-Bench 4—use those lines carefully as vendor claims, not as independent benches.
| Benchmark | SWE-2 | Fable 5.1 | SWE-1.7 |
|---|---|---|---|
| FrontierCode 1.1 Main | 50.0% | 50.9% | 42.0% |
| DeepSWE 1.1 | 73.0% | 67.4% | 37.7% |
| Terminal-Bench 2.1 | 92.8% | 91.4% | 81.5% |
| Terminal-Bench 4 | 27.3% | 55.8% | 7.6% |
On behavior, Cognition reports that on FrontierCode 1.1 Main, SWE-2 medium scores higher than SWE-1.7 while taking 58% fewer turns and costing 81% less on average. First real edit median is 18 steps for SWE-2 medium versus 48 for SWE-1.7. Those are vendor figures from the same post.
“Today we’re introducing SWE-2, our most advanced coding model yet. It pushes the Pareto frontier of capability and cost, achieving 50.0% on FrontierCode 1.1 Main, within one point of Fable 5.1 while being 64% cheaper.”The Cognition Team, Introducing SWE-2: Pushing the Pareto Frontier, September 10, 2026
What Alberta operators should do
Alberta work here is AI automation Alberta and AI consulting Alberta—choosing a coding-agent stack for shops that need repo edits, test loops, and review discipline without pretending a vendor bench is a purchase order. SWE-2’s availability trap matters more than the scoreboard: Cognition says it is available starting that day in Devin Desktop and CLI, rolling out on Devin Web and Fusion. The primary does not list a standalone API, open weights, or a per-token rate card. The model runs inside Devin.
Foreign Devin SaaS is not a private Alberta path. For client repos, credentials, and tender documents, prefer a private AI security boundary with human review before code or secrets leave the shop. If your team needs stack-selection training—when to use a hosted coding agent versus a private agent lane—that is AI consulting and AI training Edmonton work, not a blind paste of production code into a third-country endpoint.
The guardrail
A vendor claim that SWE-2 sits within one point of Fable 5.1 at 64% lower cost does not put inference in Alberta, and it does not authorize shipping regulated client code offshore without a written data boundary. For AI automation Alberta, use the Cognition primary as the scorecard, lock the Devin-only availability constraint into the RFP, and keep sensitive workloads on a private agents path. Do not invent a free-month promo—the SWE-2 primary we verified does not state one.