diff --git a/configs/07/ifeval-eval.toml b/configs/07/ifeval-eval.toml
index 0ed6bd3..47bbb84 100644
--- a/configs/07/ifeval-eval.toml
+++ b/configs/07/ifeval-eval.toml
@@ -2,7 +2,7 @@ model = "openai/gpt-4.1-mini"
 save_results = true
 
 [[eval]]
-env_id = "prime/ifeval"
+env_id = "primeintellect/ifeval"
 num_examples = 10
 rollouts_per_example = 1
 sampling_args = { max_tokens = 1024 }
diff --git a/configs/09/math-python-eval.toml b/configs/09/math-python-eval.toml
index d9fbdb0..3544ef4 100644
--- a/configs/09/math-python-eval.toml
+++ b/configs/09/math-python-eval.toml
@@ -2,7 +2,7 @@ model = "openai/gpt-5.4-nano"
 save_results = true
 
 [[eval]]
-env_id = "prime/math-python"
+env_id = "primeintellect/math-python"
 num_examples = 5
 rollouts_per_example = 2
 sampling_args = { max_tokens = 1024 }
diff --git a/configs/09/opencode-harbor.toml b/configs/09/opencode-harbor.toml
index 3d79f1c..991c8c0 100644
--- a/configs/09/opencode-harbor.toml
+++ b/configs/09/opencode-harbor.toml
@@ -2,7 +2,7 @@ model = "openai/gpt-5.4-mini"
 save_results = true
 
 [[eval]]
-env_id = "prime/opencode-harbor"
+env_id = "primeintellect/opencode-harbor"
 taskset = { task_names = ["regex-log"] }
 
 [eval.harness]
diff --git a/configs/12/deep-agents-eval.toml b/configs/12/deep-agents-eval.toml
index c5ef7ba..e34921d 100644
--- a/configs/12/deep-agents-eval.toml
+++ b/configs/12/deep-agents-eval.toml
@@ -2,7 +2,7 @@ model = "openai/gpt-5.4-nano"
 save_results = true
 
 [[eval]]
-env_id = "prime/langchain-deep-agents-env"
+env_id = "prime/langchain-deep-agents-math"
 num_examples = 5
 rollouts_per_example = 1
 sampling_args = { max_tokens = 2048 }
diff --git a/configs/README.md b/configs/README.md
index ae1eba0..bf02080 100644
--- a/configs/README.md
+++ b/configs/README.md
@@ -29,7 +29,7 @@ Training configs use nested tables under the relevant `[[env]]` block:
 
 ```toml
 [[env]]
-id = "prime/opencode-harbor"
+id = "primeintellect/opencode-harbor"
 
 [env.taskset]
 task_names = ["regex-log"]
diff --git a/configs/eval/gpt-oss.toml b/configs/eval/gpt-oss.toml
index c44dbdb..39295ed 100644
--- a/configs/eval/gpt-oss.toml
+++ b/configs/eval/gpt-oss.toml
@@ -16,7 +16,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[eval]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[eval]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/eval/llama-3.toml b/configs/eval/llama-3.toml
index 02ebaa7..bc1c3e8 100644
--- a/configs/eval/llama-3.toml
+++ b/configs/eval/llama-3.toml
@@ -16,7 +16,7 @@ env_id = "primeintellect/reverse-text"
 # env_id = "primeintellect/wiki-search"
 
 # [[eval]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[eval]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/eval/nemotron-3.toml b/configs/eval/nemotron-3.toml
index 51d3e30..2cd87a4 100644
--- a/configs/eval/nemotron-3.toml
+++ b/configs/eval/nemotron-3.toml
@@ -16,7 +16,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[eval]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[eval]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/eval/qwen-3-5-moe.toml b/configs/eval/qwen-3-5-moe.toml
index b7bf740..fd9ebab 100644
--- a/configs/eval/qwen-3-5-moe.toml
+++ b/configs/eval/qwen-3-5-moe.toml
@@ -17,7 +17,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[eval]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[eval]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/eval/qwen-3-5.toml b/configs/eval/qwen-3-5.toml
index 4793861..ae51180 100644
--- a/configs/eval/qwen-3-5.toml
+++ b/configs/eval/qwen-3-5.toml
@@ -18,7 +18,7 @@ env_id = "primeintellect/reverse-text"
 # env_id = "primeintellect/wiki-search"
 
 # [[eval]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[eval]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/gepa/gpt-oss.toml b/configs/gepa/gpt-oss.toml
index eb7f847..54f2afe 100644
--- a/configs/gepa/gpt-oss.toml
+++ b/configs/gepa/gpt-oss.toml
@@ -14,7 +14,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[env]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[env]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/gepa/llama-3.toml b/configs/gepa/llama-3.toml
index 024b726..598d6d0 100644
--- a/configs/gepa/llama-3.toml
+++ b/configs/gepa/llama-3.toml
@@ -14,7 +14,7 @@ env_id = "primeintellect/reverse-text"
 # env_id = "primeintellect/wiki-search"
 
 # [[env]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[env]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/gepa/nemotron-3.toml b/configs/gepa/nemotron-3.toml
index 8bc49f4..2c93ece 100644
--- a/configs/gepa/nemotron-3.toml
+++ b/configs/gepa/nemotron-3.toml
@@ -14,7 +14,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[env]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[env]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/gepa/qwen-3-5-moe.toml b/configs/gepa/qwen-3-5-moe.toml
index 9bb3d31..3c12ebc 100644
--- a/configs/gepa/qwen-3-5-moe.toml
+++ b/configs/gepa/qwen-3-5-moe.toml
@@ -16,7 +16,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[env]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[env]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/gepa/qwen-3-5.toml b/configs/gepa/qwen-3-5.toml
index cce5985..37e2bb4 100644
--- a/configs/gepa/qwen-3-5.toml
+++ b/configs/gepa/qwen-3-5.toml
@@ -18,7 +18,7 @@ env_id = "primeintellect/wiki-search"
 # env_id = "primeintellect/wordle"
 
 # [[env]]
-# env_id = "primeintellect/dspy-flights"
+# env_id = "prime/dspy-rlm"
 
 # [[env]]
 # env_id = "primeintellect/opencode-harbor"
diff --git a/configs/rl/gpt-oss.toml b/configs/rl/gpt-oss.toml
index 58d3426..04fec3c 100644
--- a/configs/rl/gpt-oss.toml
+++ b/configs/rl/gpt-oss.toml
@@ -21,7 +21,7 @@ id = "primeintellect/wiki-search"
 # id = "primeintellect/wordle"
 
 # [[env]]
-# id = "primeintellect/dspy-flights"
+# id = "prime/dspy-rlm"
 
 # [[env]]
 # id = "primeintellect/opencode-harbor"
diff --git a/configs/rl/llama.toml b/configs/rl/llama.toml
index 2be8fdd..f56fbbe 100644
--- a/configs/rl/llama.toml
+++ b/configs/rl/llama.toml
@@ -20,7 +20,7 @@ id = "primeintellect/reverse-text"
 # id = "primeintellect/wiki-search"
 
 # [[env]]
-# id = "primeintellect/dspy-flights"
+# id = "prime/dspy-rlm"
 
 # [[env]]
 # id = "primeintellect/opencode-harbor"
diff --git a/configs/rl/nemotron.toml b/configs/rl/nemotron.toml
index 545f7ae..9a8278a 100644
--- a/configs/rl/nemotron.toml
+++ b/configs/rl/nemotron.toml
@@ -21,7 +21,7 @@ id = "primeintellect/reverse-text"
 # id = "primeintellect/wiki-search"
 
 # [[env]]
-# id = "primeintellect/dspy-flights"
+# id = "prime/dspy-rlm"
 
 # [[env]]
 # id = "primeintellect/opencode-harbor"
diff --git a/configs/rl/qwen-moe.toml b/configs/rl/qwen-moe.toml
index 9890455..129feb6 100644
--- a/configs/rl/qwen-moe.toml
+++ b/configs/rl/qwen-moe.toml
@@ -23,7 +23,7 @@ id = "primeintellect/reverse-text"
 # id = "primeintellect/wiki-search"
 
 # [[env]]
-# id = "primeintellect/dspy-flights"
+# id = "prime/dspy-rlm"
 
 # [[env]]
 # id = "primeintellect/opencode-harbor"
diff --git a/configs/rl/qwen.toml b/configs/rl/qwen.toml
index 152dec8..d46044b 100644
--- a/configs/rl/qwen.toml
+++ b/configs/rl/qwen.toml
@@ -23,7 +23,7 @@ id = "primeintellect/reverse-text"
 # id = "primeintellect/wiki-search"
 
 # [[env]]
-# id = "primeintellect/dspy-flights"
+# id = "prime/dspy-rlm"
 
 # [[env]]
 # id = "primeintellect/opencode-harbor"
diff --git a/guides/07-judges-and-instruction-following/README.md b/guides/07-judges-and-instruction-following/README.md
index 11ebecc..5ec9f69 100644
--- a/guides/07-judges-and-instruction-following/README.md
+++ b/guides/07-judges-and-instruction-following/README.md
@@ -3,7 +3,7 @@
 Three environments, in order:
 
 1. [simple-judge](../../environments/simple_judge/simple_judge.py) — local Taskset, one yes/no judge criterion per task
-2. [prime/ifeval](https://app.primeintellect.ai/dashboard/environments/primeintellect/ifeval) — [google/IFEval](https://huggingface.co/datasets/google/IFEval), programmatic constraint checks
+2. [primeintellect/ifeval](https://app.primeintellect.ai/dashboard/environments/primeintellect/ifeval) — [google/IFEval](https://huggingface.co/datasets/google/IFEval), programmatic constraint checks
 3. [will/advanced-if](https://app.primeintellect.ai/dashboard/environments/will/advanced-if) — [facebook/AdvancedIF](https://huggingface.co/datasets/facebook/AdvancedIF), multiple rubric bullets per task
 
 ## Part 1: simple-judge
@@ -60,7 +60,7 @@ Implementation: [environments/simple_judge/simple_judge.py](../../environments/s
 ## Part 2: IFEval
 
 ```bash
-prime eval run prime/ifeval -m openai/gpt-4.1-mini -n 10 -r 1 -t 1024
+prime eval run primeintellect/ifeval -m openai/gpt-4.1-mini -n 10 -r 1 -t 1024
 ```
 
 ```toml
@@ -69,7 +69,7 @@ model = "openai/gpt-4.1-mini"
 save_results = true
 
 [[eval]]
-env_id = "prime/ifeval"
+env_id = "primeintellect/ifeval"
 num_examples = 10
 rollouts_per_example = 1
 sampling_args = { max_tokens = 1024 }
diff --git a/guides/10-coding-agents-and-sandboxes/README.md b/guides/10-coding-agents-and-sandboxes/README.md
index b5a674c..86d0b5d 100644
--- a/guides/10-coding-agents-and-sandboxes/README.md
+++ b/guides/10-coding-agents-and-sandboxes/README.md
@@ -13,7 +13,7 @@ This guide starts with [primeintellect/math-python](https://app.primeintellect.a
 Run a small eval:
 
 ```bash
-prime eval run prime/math-python \
+prime eval run primeintellect/math-python \
   -m openai/gpt-5.4-nano \
   -n 5 \
   -r 2 \
@@ -28,7 +28,7 @@ model = "openai/gpt-5.4-nano"
 save_results = true
 
 [[eval]]
-env_id = "prime/math-python"
+env_id = "primeintellect/math-python"
 num_examples = 5
 rollouts_per_example = 2
 sampling_args = { max_tokens = 1024 }
@@ -47,7 +47,7 @@ This is the smallest useful sandbox pattern: one task, one Python tool, one isol
 Run a small eval:
 
 ```bash
-prime eval run prime/opencode-harbor -m openai/gpt-5.4-mini
+prime eval run primeintellect/opencode-harbor -m openai/gpt-5.4-mini
 ```
 
 Or run with a config file:
@@ -58,7 +58,7 @@ model = "openai/gpt-5.4-mini"
 save_results = true
 
 [[eval]]
-env_id = "prime/opencode-harbor"
+env_id = "primeintellect/opencode-harbor"
 taskset = { task_names = ["regex-log"] }
 
 [eval.harness]
@@ -81,7 +81,7 @@ The reward comes from the task tests, not from judging the final message. That m
 Use the same override split from the CLI when iterating locally:
 
 ```bash
-prime eval run prime/opencode-harbor \
+prime eval run primeintellect/opencode-harbor \
   -m openai/gpt-5.4-mini \
   -a '{"taskset": {"task_names": ["regex-log"]}, "harness": {"max_turns": 4, "program": {"disabled_tools": ["webfetch", "question"]}}}'
 ```
diff --git a/guides/12-custom-harnesses/README.md b/guides/12-custom-harnesses/README.md
index 87dfc76..33aec67 100644
--- a/guides/12-custom-harnesses/README.md
+++ b/guides/12-custom-harnesses/README.md
@@ -60,7 +60,7 @@ agent gets; the nested program config decides how OpenCode itself is launched.
 
 ```toml
 [[eval]]
-env_id = "prime/opencode-harbor"
+env_id = "primeintellect/opencode-harbor"
 taskset = { task_names = ["regex-log"] }
 
 [eval.harness]
@@ -73,7 +73,7 @@ disabled_tools = ["webfetch", "question"]
 The same shape works from the CLI:
 
 ```bash
-prime eval run prime/opencode-harbor \
+prime eval run primeintellect/opencode-harbor \
   -m openai/gpt-5.4-mini \
   -a '{"taskset": {"task_names": ["regex-log"]}, "harness": {"max_turns": 4, "program": {"disabled_tools": ["webfetch", "question"]}}}'
 ```
@@ -88,12 +88,12 @@ Use this split as the default rule:
 
 ## Deep Agents
 
-[primeintellect/langchain-deep-agents-env](https://app.primeintellect.ai/dashboard/environments/primeintellect/langchain-deep-agents-env) is a Hub example. The Taskset loads GSM8K tasks and scores boxed answers. The Harness runs a LangChain Deep Agents program.
+[prime/langchain-deep-agents-math](https://app.primeintellect.ai/dashboard/environments/prime/langchain-deep-agents-math) is a Hub example. The Taskset loads INTELLECT-3-RL math tasks and scores boxed answers. The Harness runs a LangChain Deep Agents program.
 
 Run a small eval:
 
 ```bash
-prime eval run primeintellect/langchain-deep-agents-env \
+prime eval run prime/langchain-deep-agents-math \
   -m openai/gpt-5-nano \
   -n 5 \
   -r 1 \
@@ -108,7 +108,7 @@ model = "openai/gpt-5.4-nano"
 save_results = true
 
 [[eval]]
-env_id = "prime/langchain-deep-agents-env"
+env_id = "prime/langchain-deep-agents-math"
 num_examples = 5
 rollouts_per_example = 1
 sampling_args = { max_tokens = 2048 }
@@ -120,12 +120,12 @@ prime eval run configs/12/deep-agents-eval.toml
 
 ## DSPy
 
-[primeintellect/dspy-rlm](https://app.primeintellect.ai/dashboard/environments/primeintellect/dspy-rlm) shows the same split with DSPy.
+[prime/dspy-rlm](https://app.primeintellect.ai/dashboard/environments/prime/dspy-rlm) shows the same split with DSPy.
 
 Run a small eval:
 
 ```bash
-prime eval run primeintellect/dspy-rlm \
+prime eval run prime/dspy-rlm \
   -m openai/gpt-5-nano \
   -n 5 \
   -r 1 \
@@ -150,7 +150,7 @@ sampling_args = { max_tokens = 2048 }
 prime eval run configs/12/dspy-rlm-eval.toml
 ```
 
-For a domain-specific DSPy example, use `dspy-flights`.
+For more DSPy examples, run `prime env list --search dspy`.
 
 ## When to Use One