Machine & Deep Learning Israel
Open in Telegram
The Telegram group of MDLI Link to the group: bit.ly/MDLIgroup Link to the newsletter: bit.ly/MDLInews
Show more3 472
Subscribers
No data24 hours
-17 days
+830 days
Data loading in progress...
Similar Channels
Tags Cloud
Incoming and Outgoing Mentions
---
---
---
---
---
---
Attracting Subscribers
June '26
June '26
+6
in 0 channels
May '26
+37
in 0 channels
Get PRO
April '26
+27
in 0 channels
Get PRO
March '26
+26
in 0 channels
Get PRO
February '26
+15
in 0 channels
Get PRO
January '26
+22
in 0 channels
Get PRO
December '25
+21
in 0 channels
Get PRO
November '25
+20
in 0 channels
Get PRO
October '25
+6
in 0 channels
Get PRO
September '25
+17
in 0 channels
Get PRO
August '25
+13
in 0 channels
Get PRO
July '25
+11
in 0 channels
Get PRO
June '25
+18
in 0 channels
Get PRO
May '25
+16
in 0 channels
Get PRO
April '25
+13
in 0 channels
Get PRO
March '25
+33
in 0 channels
Get PRO
February '25
+21
in 0 channels
Get PRO
January '25
+40
in 0 channels
Get PRO
December '24
+26
in 0 channels
Get PRO
November '24
+50
in 0 channels
Get PRO
October '24
+26
in 0 channels
Get PRO
September '24
+53
in 1 channels
Get PRO
August '24
+37
in 0 channels
Get PRO
July '24
+29
in 0 channels
Get PRO
June '24
+34
in 0 channels
Get PRO
May '24
+30
in 0 channels
Get PRO
April '24
+73
in 0 channels
Get PRO
March '24
+32
in 0 channels
Get PRO
February '24
+24
in 0 channels
Get PRO
January '24
+27
in 1 channels
Get PRO
December '23
+23
in 0 channels
Get PRO
November '23
+31
in 0 channels
Get PRO
October '23
+31
in 0 channels
Get PRO
September '23
+77
in 0 channels
Get PRO
August '23
+31
in 0 channels
Get PRO
July '23
+51
in 0 channels
Get PRO
June '23
+44
in 0 channels
Get PRO
May '23
+75
in 0 channels
Get PRO
April '23
+40
in 0 channels
Get PRO
March '23
+32
in 0 channels
Get PRO
February '23
+54
in 0 channels
Get PRO
January '23
+33
in 0 channels
Get PRO
December '22
+49
in 0 channels
Get PRO
November '22
+174
in 0 channels
Get PRO
October '22
+23
in 0 channels
Get PRO
September '22
+38
in 0 channels
Get PRO
August '22
+22
in 0 channels
Get PRO
July '22
+30
in 0 channels
Get PRO
June '22
+170
in 0 channels
Get PRO
May '22
+73
in 0 channels
Get PRO
April '22
+121
in 0 channels
Get PRO
March '22
+32
in 0 channels
Get PRO
February '22
+81
in 0 channels
Get PRO
January '22
+42
in 0 channels
Get PRO
December '21
+28
in 0 channels
Get PRO
November '21
+56
in 0 channels
Get PRO
October '21
+56
in 0 channels
Get PRO
September '21
+29
in 0 channels
Get PRO
August '21
+46
in 0 channels
Get PRO
July '21
+57
in 0 channels
Get PRO
June '21
+55
in 0 channels
Get PRO
May '21
+48
in 0 channels
Get PRO
April '21
+119
in 0 channels
Get PRO
March '21
+144
in 0 channels
Get PRO
February '21
+1 789
in 0 channels
| Date | Subscriber Growth | Mentions | Channels | |
| 11 June | 0 | |||
| 10 June | 0 | |||
| 09 June | +1 | |||
| 08 June | 0 | |||
| 07 June | +1 | |||
| 06 June | +1 | |||
| 05 June | +1 | |||
| 04 June | 0 | |||
| 03 June | +1 | |||
| 02 June | +1 | |||
| 01 June | 0 |
Channel Posts
ืจืืข ืืคื ื ืื ืก CyberML, ืืื ืื ืืืืื ืืืจื ืืคืืืงืืกื ืืช ืขืืคืจื ืืื, ืืืืืกืื ืืืจืช Tenzai.
ืืื ืฉืื ืืืืจ, Tenzai ืืื ื ืืช ื-"AI Hacker" ืืืืืืืืืืื - ืืขืจืืช ืื'ื ืืืช ืืชืงืืืช ืฉืขืืืจืช ืืืจืืื ืื ืืืืืื ืืืืืง ืืืืคื ืืืืืืื ืืช ืจืืช ืืืืืื ืืืืืืจืืช ืฉื ืืืคืืืงืฆืืืช ืืืจืฉืชืืช ืฉืืื.
ืืคืจืง ืืืจื ื ืขื ืชืืืื ืืื ืืื ืฉื ืกืืื ืืื ื ืืืืืืชืืช ืฉืืืฉื ืืคืืขื ืืื ืืืงืจ ืื ืืฉื ืืืฆืืจืชื, ืืื ืืฆืืืื ืื ืืืืืืช (Guardrails) ืืื ืืืืื ืฉืืื ืื ืขืืฉื ื ืืง ืืืขืจืืืช ืคืจืืืงืฉื, ืืืื ืืืืืื ืืืงืื ืืฉื ืื ืืช ืขืืื ืืกืืืืจ ืืืฉืคืืขืื ืขื ืืืืืืช ืืชืงืืคื ืืืืื ื.
ืืฆืคืืื ืืืืืืื:
https://youtu.be/UPtAc5UHEyE
ืืืื ื ืืกืคืืืืคืื:
https://open.spotify.com/episode/46ZZgyKwzQSJmIWsJb9Wre?si=T3hkJGriSBSQ1T-mlhc60w
ืืืื ื ืืืคื:
https://podcasts.apple.com/il/podcast/%D7%90%D7%99%D7%9A-%D7%91%D7%95%D7%A0%D7%99%D7%9D-%D7%90%D7%AA-%D7%94-ai-hacker-%D7%94%D7%90%D7%95%D7%9C%D7%98%D7%99%D7%9E%D7%98%D7%99%D7%91%D7%99-%D7%A8%D7%90%D7%99%D7%95%D7%9F-%D7%A2%D7%95%D7%A4%D7%A8%D7%99-%D7%96%D7%99%D7%95/id1874897486?i=1000771518126
ืืฆืืืช ืฉื Tenzai ืืจืืืื ืขื ืื ืืกืืืืืช ืืืื ืืขืื ืืื ืก CyberML ืฉืื ื:
https://machinelearning.co.il/lp-events/cyberml/
ืืงืจืื ืืขืื ืืืชืจ ืืืงืืืืช ืืืืฆืืืช.
| 2 | ืขืืฉืื ืืคืฉืจ ืืกืื ืืช CyberML.
ืืื ืืื ืืื ืืื ืกืื ืืืืฆืืืื ืืืืชืจ ืฉื ืืงืืืื.
ืืชืืื ืืชืื ืกื ืืืขืื ื450 ืืืื ืฉืื ืืืืืืืื ืืชืืื ืืกืืืืจ ืื-AI ืืฉืืืข ืืืืื ืืืจืฆืื ืืืืจืฆืืช ืขื ืืฉืืืื ืืืืืื ืืื ืฉื ื ืืชืืืืื. ืจืืื ื ืืื ืชืืื ืืกืืืืจ ืืฉืชื ื ืืืื ืืื ืืกื ืฉื AI ืืื ืืืื ื ืื ืคืฉืื ืืืจืคืช ืืช ืืงืืคืื.
ืื ื ืจืืฆื ืืืืืืช ืืืืืจืื ืืืืืืจืืช ืืืืืืืื ืฉืื ื ืฉืืขืืืจื ืืจืฆืืืช ืืื ืืืช ืืืงืฆืืขืืืช ืืจืื ืืืืืื ืืืืชืจ. ืืื ืคืฉืื ืืจืชืง ืืฉืืืข ืขื ืื ืืขืฉืืื ืืืงืืืืช ืฉืืชืงืืืืช ืคื ืืืฉ ืืืฉืจืื. ืื ืื ื ื ืขืื ืืงืจืื ืืช ืื ืืชืื ืื ืืืชืจ (ืืฆืืืช + ืืงืืืืช).
ืชืืื ืขื ืงืืช ืื ืื ืืชื ื ืืืกืืช ืฉืื ื. ืืจืืฉื ืืืจืช Irregular ืฉืืื ื ืืชื ื ืืกืืช Platinum ืฉืื ื. ืื ืืื ืฉืืชืคืื ืืืืื ืฉืื ื ืืชืืืืช ืืืจื ืืืืืื ืื ื ืืืช ืืจืื ืืืืืช ืืืืืืื ืืื ืก. ืืืืืชื ืืืื ื ืืฆืืช ืื ืืืจื ืืืงืืื ืืช ืืื ืก ืืื.
ืืืืื ืชืืื ืจืื ืืื ืืฉืืชืคืื ืืืืจืื ืฉืื ื: Vega, Claroty, Tenzai, Twine, Tenable, Dream, Cyera, Irregular, Lasso, Checkmarx. ืงืืื ื ืืืืืืช ืืืืจืืช ืขื ืืชืืื ืฉืืื (ืืื ืืกืืืื ;) ).
ืืืขื ืื ืื, ืชืืื ืขื ืงืืช ืืฆืืืช ืืืืืื ืฉืื ืฉื ืืฆื ืขื ืืื ืืื ืจืื ืืืจื ืืื ืก ืืืืืช ืืฆืืจืช ืืืืืจ ืืื ืืืืื. ืชืืื ืขื ืงืืช ื- Adi Shachal ืฉืืืจืืืช ืขื ืืื ืก ืืงืฆื ืืงืฆื ืืืืืืชื ืื ืื ื ื ืื ืื ืืื ืกืื ืืืื ืืืืืชืืื ืืงืืืื. ืชืืื ืื ื Ofer Ashkenazi ืฉืกืืืข ืืืืจื ืื ืืื ืก ืืื ืืฉืืง ืืืืืืง ืฉืื ื Dean Langsam ืฉืืืจ ืืคื ืืืืืช ืคืง"ื ืขืืจื ืงืืืข ืืื ืื ืก.
ืืืืจืื ืื ืืืืืื: ืชืืื ืืื ืืืจื ืืงืืืื ืฉืืืืขื ืืชืืื ืืืงืืช ืืืง ืืืืจืืข.
ืืืืชื ืืื ืืชืืจื ื ืืืื ืื ืกืื ืืืื ืืืืืื ืืืืฆืืืื (ืืจืืฉื ืืื ืก ืฉื ืืืื) ืืขืืืื ืืืืื ืืื ืืื ืืื ืฉืื ืืืื ืืืืชืืื.
ืชืืื ืขื ืงืืช ืื ืชืจืื ืืื ืก ืืื :) | 587 |
| 3 | ืืื. ื ืืืจ ืืื.
ื ืชืจืื ืืืืืฉื. | 788 |
| 4 | ืคืจืง ืืืฉ ืืคืืืงืืกื ืฉืื ื ืืืคืขื ืืื ืื ืืืืื ืืืจื ืืช ืื ืืฉืื, Director of Data & AI ืืืืจืช Claroty. ืื ืฉืืืืื ื-Claroty ืืื ืฉืื ืืืืืืื ืืช ืืืชืงื ืื ืืจืืืฉืื ืืขืืื: ืืื ืืืคืขืืื ืืืชื ืืืืื ืืขื ืืืืื ืกื ืืจืื ืืืืืื.
ืื ืื ืืืฆืจ ืืชืืจืื ืืืื ืืฉืืขืืชืืื ืืฉืื ืกืื ืืืื ืขื ืืชืจืื ืืฉืืืื ืฉืืืื - ืืืืืื ืฉืืืงื ืืจืื ืื ืืชืง ืืืืื ืืจื ื. ืืคืจืง ืืืจื ื ืขื ืืื ืื ืืฉืืืื AI ืืื ืืชืช ืืขื ื ืืื ืืืืื ืืกืืืืจ ืฉื ืืืงืืืืช ืฉืืื ืืื ืืื ืืืื ืืชืืื ืืืื.
ืืฆืคืืื ืืืืืืื:
https://youtu.be/gcQVN_dw9nY
ืกืคืืืืคื:
https://open.spotify.com/episode/1Kx6cu2LKBDjwpgiwbxVAV?si=63eba87394da4fe5
ืืคื:
https://podcasts.apple.com/il/podcast/%D7%90%D7%99%D7%9A-%D7%9E%D7%A9%D7%AA%D7%9E%D7%A9%D7%99%D7%9D-%D7%91-ai-%D7%9B%D7%93%D7%99-%D7%9C%D7%94%D7%92%D7%9F-%D7%A2%D7%9C-%D7%94%D7%9E%D7%AA%D7%A7%D7%A0%D7%99%D7%9D-%D7%94%D7%A8%D7%92%D7%99%D7%A9%D7%99%D7%9D-%D7%91%D7%99%D7%95%D7%AA%D7%A8/id1874897486?i=1000770717556
ืื ืืชื ืจืืฆืื ืืฉืืืข ืขืื ืขื ืื ืืฉื, Claroty ืืืืจื ืขื ืื ืื ืืขืื ืืื ืก CyberML ืฉืื ื:
https://machinelearning.co.il/lp-events/cyberml/ | 853 |
| 5 | ืืื ืขืืงืคืื ืืช ืื ืื ืื ื ืืืืืื ืฉื ChatGPT ืืืืจืืื ืื ืืืืืืฃ ืืืืข? ืื ืืคืืื ืืืชืจ ื ืืจื: ืืืจืขืื ืืช ืืืืืจืื ืฉืืฉ ืื ืขื ืืืฉืชืืฉืื?
ืืฉ ืืจืื ืืจืืื ืืืฉืคืืข ืขื ChatGPT ืืขื ืืืจื ืฉืืื ืืืืืจ ืืืืข - ืืืืืื ืื ืืื ืืืื ืืืืข ืฉืืื ืืืคืฉ ืืืืฅ. ืื ืืฉ ืืื ืฉืืืื ืขื ืืชืืื ืฉื ืืืชืจ, ืืื ืื ืื ืืจื ืขืืืืื ืืงืืืืื ืื ืืคืืื ืชืืืืืช ืืืชืจืื ืคืืคืืืจืื - ืืชื ืืืืืื ืืืืจืืง ืืืืข ืืขืืืชื ืChatGPT ืืืืจืื ืื ืืืืืืฃ ืืืืข.
ืืื ืื ืื ืืกืคืืง, ืื ืืืื ืื ืืคืขืคืข ืืืืืจืื ืฉืื ืืืืจืื ืื ืืืืืืฃ ืืืืข ืืืื ืจืืืฉ ืืื ืื ืืืจื ืืืื ืืืช ืฉืื ืชืชืืฆืข ืืคืขืืื ืืืช ืืื ืืืกืคืจ ืคืขืืืืช (ืืื ืขืืฉืื ืืืืจ ืฉืืื ืฆืจืื ืืืฆืข ืืช ืืืฉืืื ืืื).
ืขื ืื ืืืืืง ืืืื ืืืืจ ืืจื ืืืชื ื-Tenable ืืื ืก CyberML ืฉืื ื. ืืื ืืืืจ ืขื ืืื ืื ืืฆืืืื ืืืขืจืื ืขื ืื ืื ืื ื ืืืื ื ืฉื ChatGPT ืืื ืื ืืชื ืืืืืื ืืขืฉืืช ืืื ืืืื ืขื ืืื ืื ืฉืืื ืืืชืงืคืืช ืืืื.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/ | 738 |
| 6 | ืคืจืง ืืืฉ ืฉื ืืคืืืงืืกื Hidden Layers ืืืคืขื ืืื ืื ืืืืื ืืจืืืื ืืช Shiran Bareli ืฉืืื ื-VP Research ืืืืจืช Cyera.
ืืื ืฉืื ืืืืจ, ืืืืืจ ืขื ืืืช ืืืืจืืช ืืกืืืืจ ืืฆืืืืืช ืืืฉืจืื ืฉืืืจ ืืืื ืืื ื ืขื ืืืจืืื ืืืืืืื ืืขืืื.
ืืฉืืจื ืืฉ ืคืืืืฆืื ืืืื ืืขื ืืื ืช ืืืืจ ืืืื ืืืืืื ืงืืืฆืช ืืืงืจ ืืืืจืช ืกืืืืจ. ืืืจื ื ืขื ืืขืืืื ืฉืืื ืขื ืืืื ืืืชืืจืื, ืืืืื ืฉื ืืืืืื ืงืื ืื ืืืฉืืืืช ืกืคืฆืืคืืืช ืืื ืืื ืืืืื ืืืชืืก ืฉื ืื ืืจืืคืืง ืืฉื ื ืืช ืืชืืื ืืืื.
ืื ืืชื ืจืืฆืื ืืฉืืืข ืขืื ืขื ืื ืืฉืืื ืืืื ืืชื ืืืืื ืื ืืื ืก CyberML ืฉืื ืื ืืจืืืื ืขื ืื ืืกืืืืืช ืืืื.
ืืื ืง ืืฆืคืืื: https://youtu.be/VVBPHeROV6k?si=x_spsQ_xmblxW1Ed
ืืืื ื ืืกืคืืืืคื: https://open.spotify.com/episode/48P7NYRYFxKRYrrPrARj72?si=zN6lHnLBTFmSgcegLEH5Wg
ืืืื ื ืืืคื: https://podcasts.apple.com/il/podcast/%D7%9E%D7%97%D7%A7%D7%A8-ai-%D7%9E%D7%AA%D7%A7%D7%93%D7%9D-%D7%91%D7%97%D7%91%D7%A8%D7%AA-%D7%A1%D7%99%D7%99%D7%91%D7%A8-%D7%A8%D7%90%D7%99%D7%95%D7%9F-%D7%A2%D7%9D-%D7%A9%D7%99%D7%A8%D7%9F-%D7%91%D7%A8%D7%90%D7%9C%D7%99-%D7%9E%D7%97%D7%91%D7%A8%D7%AA-cyera/id1874897486?i=1000770394577
ืืื ืก CyberML ืฉืื ื:
https://machinelearning.co.il/lp-events/cyberml/ | 677 |
| 7 | ืืืืฉื ืืื ืืืืชื ืฉืจืฉืืจ ืืืฉืจืืช ืฉืื ื.
ืืฉ ืื ื ืืื ืืฉืจืืช ืืืฉืืช ืืื ืืคืขื ืืืืจืื ื ืขื ืืืืื ืจืื ืฉื ืืืจืืช ืืืื ืืขื ืืื ืืช ืืชืคืงืืืื ืฉืื ืื.
ืืืืืื ืืืืืงื, ืืืืจ'ื ื-aidoc ืคืจืกืื ืื ืืขื ืืฉืจืืช ืื ืฉืืื ืืืืืง ืืืชื. ืื ืืืืืืื ืืขืื ืืกืคืจ ืืฉืจืืช ืืชืืืืื ืฉืื ืื ืื ืื ืฉืืชืขื ืืื ืืจืืืื ืืืื ืืืืื ืื ืืืืืื ืืช.
ืืืจืื ืืืื: ืืื ืฉื ืืฆื ืืชืืืืช ืืืจื, ืฉืืื ืื ืฉืืฉ ืืฉืจืช ืกืืืื ื ืืกืืกืื ื ืฉื ืฉืืขืช ืืืื ืืขื ืืื ืช.
Senior ML Software Engineer at Mobileye
link: https://machinelearning.co.il/job/senior-ml-software-engineer/
3D Algorithm Developer Student at Mobileye
link: https://machinelearning.co.il/job/3d-algorithm-developer-student/
AI Principal Software Engineer, ML Platform at aidoc
link: https://machinelearning.co.il/job/ai-principal-software-engineer-ml-platform/
3D algorithm developer at Mobileye
link: https://machinelearning.co.il/job/3d-algorithm-developer/
Senior AI software Engineer at aidoc
link: https://machinelearning.co.il/job/senior-ai-software-engineer/
AI Algorithms Tech Lead at aidoc
link: https://machinelearning.co.il/job/ai-algorithms-tech-lead/
Senior ML Engineer โ LLMs & AI Systems at CargoSeer
link: https://machinelearning.co.il/job/senior-ml-engineer-llms-ai-systems/
Generative AI Algorithms Student at Samsung Israel R&D Center- SIRC
link: https://machinelearning.co.il/job/generative-ai-algorithms-student/
Data Collection Coordinator at MotionAnalytics
link: https://machinelearning.co.il/job/data-collection-coordinator/
AI Algorithms Team Lead at aidoc
link: https://machinelearning.co.il/job/ai-algorithms-team-lead-3/
Applied AI Engineer at Riskified
link: https://machinelearning.co.il/job/applied-ai-engineer-2/
AI Engineer at Apiiro
link: https://machinelearning.co.il/job/ai-engineer-7/
Data Science Team Lead at Riskified
link: https://machinelearning.co.il/job/data-science-team-lead-4/
Senior NLP/LLM Researcher at DeepKeep
link: https://machinelearning.co.il/job/senior-nlp-llm-researcher/
Applied AI Researcher at Brandlight
link: https://machinelearning.co.il/job/applied-ai-researcher/ | 910 |
| 8 | ื-Claroty ืืืืืืื ืืช ืืืืคืื ืืื ืจืืืฉืื ืืขืืื.
ืื ืฆืจืืืื ืืืืื ืืืชื ืืืืื, ืืคืขืืื, ืืืื ืกื ืืจืื ืืื'. ืืืืจ ืืืขืืช ืฉื ืคืจืืฆืช ืืืืื ืืื ืืื ืืื ืืืื ืืืืืช ืืกืื ืฉื ืืืฉ. ืืื ืื ืฆืจืืืื ืืื ืืช ืืขืจืืืช ืืืื ืืชืงืืืืช ืฉืืืคืฉืจื ืืช ืจืืช ืืืืืื ืืืืื ืืืืชืจ.
ืืืง ืืืื ืืฉืืขืืชื ืืคืืชืืืื ืฉืืืื ืืื ืืืืื ืืฉืืืืฉ ืืืืืื AI ืืืืืืืช ืืจืชืื ืืืชื ืืืื ื ืขื ืืืงืืืืช ืฉืืื. ืื ืฉืืจืชืง ืืืงืจื ืฉืืื ืื ืืืชืืจืื ืฉืืฉ ืืืืืืช ืืืจืืฅ AI ืืฆื ืืงืื ืืงืฆื. ืืืืง ืืืืงืจืื ืืืงืื ืืืืื ืืืืื ืืจื ื ืืื ืชืืื ืืคืฉืจ ืืืจืืฅ ืืช ืืืืืืื ืืื ืืชืงืืืื.
ืื ืืืฆืจ ืืชืืจืื ืืจืชืงืื ืืจืืช ืืื ืืกื ืืื ืืจืืช ืืืืื ื-AI. ื-Claroty ืืืืืื ืืกืืื ืืช ืืืืฆืืขืื ืฉื ืืืืืืื ืืงืืืืื ืืืืขืช ืื ืื ืืืืื ืืื ืืืืืง ืืื ืืฉืืื.
ืืื ืก ืฉืื ื Roman Rosh ืืืื ืืืืจ ืขื ืืขืืช ืงืืืกืคืืงืฆืื ืืืื ืืขื ืืื ืช ืฉืื ืืชืืืืื ืืืชื ืืืื ืืืืืืื ืฉืคืืชืื ืกืืืขื ืืื ืืขืืื ืืืฉืืื ืืกืืืืืช ืืืื ืืืชืืจืืช.
ืื ืืจืฆืื ืืฆืืื ืช ืืื ืื ืฉืขืืื ืืืืคืื ืืืื ืืจืืฆื ืขืืืื ืืืืื ืืื ืืืฉืชืืฉ ื-AI ืขื ืื ืืืืืืืช ืฉืืฉ.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/ | 786 |
| 9 | ืคืจืง ืืืฉ ืHidden Layers ืืืคืขื ืืืจืืชื ืืช ืชืื ืืจื ืข ืืืืจืช Tenable.
ืื ืฉืืืืชื ืืคืจืง ืืื ืืืืืื ืืื ืืขืืืื ืฉืืืจื ื ืขื ืื ืงืืจื ืขืืฉืื ืืืจืืื ืื ืฉืจืืฆืื ืืืื ืืก AI. ืืื ืืจืืื ืฉืื ืจืืฆื ืืืื ืืก ืืื AI ืืืฉ ืืื ืืืืื ืช ืืืืื ืื ืืชืืืช ืืื ืจืืฉ.
ืืืื ืฉ Tenable ืขืืืืช ืขื ืื ืื ืืจืื ืืจืืื ืื, ืชืื ืืื ืืฉืชืฃ ืื ืืืืช ืงืืจื ืขืืฉืื, ืืื ืืจืืื ืื ืืชืืืืืื ืขื ืื ืืืืื ืืกืืืืจ ืืื ืืื ืืชืืื ืืืื ืืฆืขื ืงืืืื ืืฉื ืื ืืงืจืืืืช.
ืื ืืืืื ืืืืจื ืขื ืื ืื ืืขืื ืืื ืก CyberML ืฉืื ื.
ืืื ืง ืืฆืคืืื: https://www.youtube.com/watch?v=M-I2bY2PoRY
ืืืื ื ืืืืืช:
ืืคื: https://podcasts.apple.com/il/podcast/ืืื-ืืืืื-ืืช-ืืฉืืืืฉ-ืืืื-ai-ืืืจืืื-ืจืืืื-ืขื-ืชืื-ืืจื ืข/id1874897486?i=1000769595917
ืกืคืืืืคื: https://open.spotify.com/episode/0b4RGLT8X5Oe7eyvvj1st4?si=590962b03ddf4623
ืื ืก CyberML ืืื: https://machinelearning.co.il/lp-events/cyberml/ | 944 |
| 10 | ืืฉืื ืื ื ืืชืช ืืื ืื ืืฆืขืืจืื ืืชืืืืช ืืจืื.
ืืื ืก CyberML ืืขืื ืืืื ืจื ืืจ ืืืง ืืืืืจ ืขื ืคืจืืืงื ืืืืื ืฉืืื ืืื ืืืจืื ืขืืื ืืชืงืืคื ืืืืจืื ื.
ืืจืืืช ืืืจืฆืืืช ืืื ืก ืืขืกืงื ืื ืืชืื ืืงืกื ืืืืืื ืฉื ืืืืข ืืงืกืืืืื. ืจื ืืืื ืืืืจ ืขื ืืืชืืจืื ืฉืฆืจืื ืื ืชื ืืืืข ืฉืื ื ืืืืืืช: ืืืืื, ืืืืื ืืชืืื ืืช ืืืืง ืืืืืื ืฉื ืกืฉื ืื ืฉื RDP.
ืจื ืืฆืื ืืช ืืืชืืจืื ืืขืืืื ืขื ืืืืืื ืืืืืืืืืืืื ืืืื ืืื ืื ืืขืจืืช ืืกืงืืื ืฉืืื ืืืื ืืงืจืืข ืืช ืืืืก (ืื, Token ops ืื ืืฉืื).
ืืื ืง: https://machinelearning.co.il/lp-events/cyberml/ | 767 |
| 11 | ืืื ืืื ืื ืกืืื ืื ืฉืืฉืชืคืจืื ืขื ืืืื?
ืืฉืืื ืืื ืืขืกืืงื ืืช Twine ืื ืืขื, ืืืืืื ืื ืื ืืืฉ ืืื ืื ืขืืืืื ืืืืืืืืื ืฉืืืืืื ืืงืืช ืืฉืืืืช ืืืืื ืืืืคื ืืื ืืงืฆื ืืงืฆื.
ืืื ืื ืืื ืืืืข ืฉืืฉืืืืช ืืืกืื ืืื ืื ืืืจ ืืื ืื - ืืืืืื ืืืฆืืืืช ืฉืืฉืชื ื ืืชืืืจืืช ืืืื. ืื ืื ืืชื ืืืื ืกืืื ืืืฆืข ืืฉืืื ืืืื, ืืฃ ืืื ืื ืืืจ ืฉืืื ืชืชืืฆืข ืืืืชื ืืืจื ืื ืืืจ. ืื ื ืืื ืืืืขืื ืืขืฉืืช ืืช ืืืชืืืืช ืืืื ืืื ืื ืืื ืื ืื ืงื, ืื ืื ืืืืื ืืกืืื ืื?
ื-Twine ืขืืจื ืืจื ืืืื ืืจืชืงืช ืืืงืฉืจ ืืื ืืืืจื ืฉืื ืืคืฉืจื ืืืืฆื ืกืืื ืื ืืืืืจื ืืื ืืืฉืชืคืจ ืขื ืืืื. ืื ืืืื ื ืื ืืืจื ืืื ื ืืื ื ืืืคืขืื ืืืชื, ืืื ืืื ืื ืกืงืืืื ืืฆืืจื ื ืืื ื ืืืืืง ืืื ืืจืชืง: ืืื ืืื ืื "ื ืืกืืื" ืฉื ืกืืื ืืืืคืืื ืืืชื ืื'ืื ืืืจ ืืกืื ืืืจ ืืฆืืจื ืกืงืืืืืืืืช.
ื ืื ื-Twine ืืืื ืืืืจ ืขื ืื ืื ืืขืื ืืจืื.
ืื ืื ืฉืจืืฆื ืืฉืคืจ ืืช ืืกืืื ืื ืฉืื ืฆืจืื ืืฉืืืข ืืช ืืืจืฆืื ืืื.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/
ืืื ืง ืืคืจืง ืืืืืื ืขื ื ืื: https://youtu.be/6sc1eI4U2WE | 878 |
| 12 | ืคืจืง ืืืื ืืืืื ืืคืืืงืืกื ืขื ืืืจืืื ืืื ื-NanoClaw - ืืื ืืคืจืืืงืื ืืงืื ืคืชืื ืืืืฆืืืื ืฉืืฆืื ืืืฉืจืื, ืฉืืฆืืื ืืืจืฉืื ืื ืืช ืื ืืจืื ืงืจืคืชื.
ืืคื ื ืืื ืืืืฉืื ืืืจืืื ืืฉืชืืฉ ื-OpenClaw ืืื ืืฉืื ืืื ืืขืืืชื ืฉื. ืื ืื ืืื ืืืืืื ืืืื. ืืืขืจืืช ืขืืื ืืื ืื ืื ืืืืชื ืืขืืืช ืืืืื ืืืช ืืืืื. ืื ืื ืื ืืกืคืืง, ืืื ืืืืืจ ืขื ืขืจืืืช ืฉื ืงืื ืฉืื ืืคืฉืจ ืืืืช ืืขืืืจ ืขืืืื ืืื ืฉืฆืจืื.
ืืื ืืื ืืืืื, ืืืื ืขื ืืืื, ืืื ืืช ืคืจืืืงื ืฆื ืืืฉ ืืฉื NanoClaw - ืกืืื AI ืืืฉ ืืื ืืจืื ืืืชืจ ืืืืืื. ืืคืจืืืงื ืืืื ื ืื ื ืืฆืืจื ืืจืื ืืืชืจ ืคืฉืืื ืืืื ื ืื ืืืื. ืืืื ืืกืืคืืจ ืคืฉืื ืืืจืื: ืืงืืืื ืืืื ืืืืืืช ืขืคื ืขื ืืคืจืืืงื ืืืื ืคืฉืื ืืก ืืืืืืื. ืืคืจืืืงื ืงืืื ืืฉืืคื ืืฉืืืขืช ืืื ืืขืืื: ืืื ืืฉืจ ืืืืฅ ืืกืื ืืคืืจื ืืขื ืืื ืืจืื ืงืจืคืชื.
ืื ืื ืืจื ืืืืจืืื ืืืืื ืฉืืฉ ืืื ืืฉืื ืืืืื ืขื ืืืงืืฉ ืขืฆืื. ืื ืื ืืงืื ืืช ืืคืจืืืงื ืงืื ืคืชืื ืฉืืื ืืืชืืืื ืืื ืืช ืืื ื ืืืฉ ืืืฆืจ ืฉืื ืืืืืืื ืืืจืืื ืื. ืืืื ืื ืื ืืืืืขื ืขื ืืืืก ืฉื 12 ืืืืืื ืืืืจ ืืืื ืืืืืคืื ืืืืืืืื ืืชืืื.
ืืคืจืง ืืืื ืืื: https://youtu.be/Yg2pRynmUtY
ืืคื: https://podcasts.apple.com/il/podcast/ืืื-ืืื ืื-ืกืืื ื-ai-ืืืืืืืื-ืืืจืืื ืื-ืจืืืื-ืขื-ืืืจืืื/id1874897486?i=1000768867346
ืกืคืืืืคื: https://open.spotify.com/episode/6GnM3IfX26smvdFedJUreq
ืืืื ื ืืืืืช: https://hiddenlayers.podbean.com/e/nanoclaw/ | 1 041 |
| 13 | ืืืื ืืฉืชืืฉืื ื-AI ืื ืืชืื ืืกืืืื.
ืืื ืื ืงืืจื ืื ืืชื ืืงืืืื ืืกืื "ืืืจืขื" ืฉืืืื ืืชืืื ืืืจืืืช ืืืื ืืืช ืืืืืื ืฉืคื? ืืจืืืช ืืื ืฉืื ืื ืืืฉืืื ืืจืื ืืคื ื ืฉืื ืืขืืื ืืกืืืื ืืืื ื-AI ืืืืืืื ืขืืืื ืืื ืืกืชืืจ ืฉืื ืืืืื ืืืืืช ืคืืจืฆืช ืืืืื ืืืื ืืฉืืขืืชืืช - ืืืืืื ืืืืจืืื ืื.
ืื ืฉืขืื ืืืชืจ ืืืืื ืืื ืฉืืืกืื ืืืื ืืืืจืืืช ืืื ืจืืื ืืืืืืื. ืื ืื ืชืืืงื ืืชืกืจืงื ืืืชื ืืื ืืื ืื ืชืืืื ืืืฆืื ืืช ืืืขืื. ืฉืื ืื ืงืื ืืืืชื ื ืจืื ืืขืื ืืืื ืืืจืื ืืืืื ืฉืคื ืืืฆืข ืคืงืืืืช ืฉืื ืืืงืฉืชื ืืื ื ืืืืจืื ืืชืืืช ื ืืง. ืื ืื ืจืง ืืืกืื ืืื ืื?
ืืืืืง ืขื ืื Idan Habler ืืกืืกืงื ืืืื ืืืืจ ืืื ืก CyberML ืฉืื ื. ืขืืื ืืืื ืืืฆืื ืกืื ืชืงืืคื ืืืื ืืืืื ืฉืืืื ืืืคืื ืื ืืจืืื. ืืื ืขืืื ืื ืืฆืื ืจืง ืืช ืืืขืื ืืื ืืกืืืจ ืื ืขื ืืคืชืจืื: HubScan.
ืื ืื ืื HubScan? ืื ืืืฆืจ ืงืื ืคืชืื ืฉืกืืจืง ืืงืืจืืช ืืืืข (ืืืื ืืงืืืจ ืืืืืืืืก) ืืืืืข ืืขืืืจ ืืื ืืืืื ืื ืืฉ ืฉื ืืกืืืื ืื ืืืืข ืืขืืืชื. ืืืจืฆืื ืืื ืืกืืืจ ืขื ืืคืชืจืื ืฉืืื ืืืื ืืชื ืืืืืื ืืืฉืชืืฉ ืื ืื.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/ | 955 |
| 14 | ืกืืกืงื ืฉืืืื 400 ืืืืืื ืืืืจ ืขื Astrix.
ืืื? ืื ืืกืืจืืงืก ืืืคืฉืจืช ืืืจืืื ืื ืืืืจ ืืฆืืจื ืืืืืืืช ืืคืืืงืฆืืืช ืฆื ืฉืืืฉื, ืืืืืื ืืืื ืืืืืกืกืืช AI, ืื ืืกืื ืืืืืืืืืื ืืืจืืื ืืื.
ืืคืฉืืืช ืื ืืืืจ ืฉืืื ืคืขื ืฉืืชื ืจืืฆืื ืืืืจ ืืช ืืกืืื AI ืฉืืื ืืฉืืจืืช ืืืฆืื ื, ืืกืืจืืงืก ืขืืฉื ืืช ืื ืืฆืืจื ืืื ืฉืืืชืจ ืืืืืืืช. ืื ืฉืืืืช ืืื ืื ืื ืฉืืกืืจืืงืก ืคืืชืื ืืขืจืืช ืื ืืืื ืืืจืฉืืืช ืฉื ืืืืืืช ืฉืืื ื ืื ืืฉืืืช. ืื, ืื ืื ื ืืื ืื ืืืจ ืืขืจืืืช ืื ืจืง ืืื ื ืืื ืืื ืื ืืกืืื ื AI.
ืืืกืืก ืืื ืืขื ืืืืื ืืืจืฆืืืช ืืืื ืืื ืืคืจืืืืงืื MCP - ืฉืืื ืืืืื ืืืืข ืืืื ืืื ืื ืืืืืื. ืืืฉืื ืืืขืื. ืืืจืืช ืจืืืช ืืืืจืืช ืฉืจืชื MCP ืืืืฆืจืื ืืคืืคืืืืจืืื ืืืืชืจ ืืืคืืขื ืืืฆื ืืื ื ืืฉืคืืช ืืื ืื ืืจืื ืืืืื ืืืืื. ืกืืืื ืืื ืืืื ืืืื.
ื ืืข ืืืกืืจืืงืก ืืืืืช ืืืืจ ืขื ืืื ืื ืืฆืื ืกืืืื ืืืืื ืืืื ืืฉืืขืืชื ืืืืืืจ ื-MongoDB ืืจื MCP ืืื ืื ืืืื ืืชืืืื ืืื. ืืืจืฆืื ืืื ืชืฉืชืฃ ืืื ืืคืฉืจ ืืืืื ืข ืืืขืืืืช ืืืื ืืื ืืื ืืคืฉืจ ืืื ืืช ืืืืชืืืื ืืขืจืืืช AI ืืืืืืช ืืืชืจ.
ืืจืฆืื ืืืื ืืื ืื ืฉืืืจ ืืคืืื MCP ืืื ืืจืืฆื ืืืฉืื ืืฉืงื.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/ | 1 114 |
| 15 | ืคืจืง ืืืฉ ืืคืืืงืืกื ืืืคืขื ืขื ืืืื ืื ืคื, AI Lead ืืืืจืช Vega.
ืืื ืฉืื ืืืืจ, Vega ืืื ืืืจืช ืืืืจืืช ืืกืืืืจ ืืAI ืืฆืืืืืช ืืืฉืจืื ืืืืืจืื ื ืืืืกื ืกืื B ืฉื 120 ืืืืืื ืืืืจ.
ืืคืจืง ืฆืืื ื ืืืจืื ื ืืฉืืื ืืืื ืืจืชืงืื: ืืื ืืืื ืืืืืืื ืืงืืจืืช ืืืื ืืขืืื ืAI ืืขื ืืืื ืกืืื ื AI ืืืงืจืื ืคืจืฆืืช ืืืืื.
ืืื ืชืขื ืื.
ืืื ืง ืืืืืืื:
https://youtu.be/KFgWcufXPck
ืืื ืง ืืฉืืข:
https://hiddenlayers.podbean.com/
ืืืื ืืืืื ืื ืืกืคืืืืคื ืืืคื. | 1 030 |
| 16 | ืื ื ืื ืืงื ื ื-CISOืื. ืืืืช.
ืืขืืื ืืฉืชื ื ืื ืื ืืืจ: ืืฆื ืืื ืืฉ ืืจืืฉื ืืืจืืื ืืืื AI, ื-AI ื ืื ืก ืื ืืคืืชืื ืืื ืื ืื ืืกืคืืง, ืขืืฉืื ืืฉ ืืช "ืืืชืืก" ืฉืื ืืืืจ ืืืฆืื ืืืืฉืืช ืืงืืืช ืืื ืคืขื ืื ืฉืขืื ืืืชืจ ืืืืื ืขื ืืืจืืื.
ืืชืื ืื ืื ืื ืฆืจืืืื ืขืืืื ืืืฉืจ ืืื AI ืืื ืืืกืื ืื ืฉืืืืฉ ืืืจืืื. ืืืืื "ืื" ืื ืืืืง ืืื, ืืืืื ืื "ืื" ืืคืฉืจ ืื ืืืชืืจ. ืืืขืื ืืื ืฉืืคืช ืืืืืืื ืื ืคืขื ืืฉืชื ื ืืืืื - ืคืขื ืื ืงืื ืืืื ื ืฉื ืื ืก ืืจื ืงืืื ืงืื ืืคืขื ืื ืคืฉืื ืกืืื ืืคืจืืืงืฉืืื ืฉืืืืืฃ ืืืืข. ืืื ืจืง ืืืชืืื.
ืืืืืง ืืฉืืื ืื ืืืงืฉืชื ืืืืื, VP of AI & Threat Research ื-Wiz ืืืืจ ืขื ืืคืช ืืืืืืื ืืืืฉ ืฉื 2026. ื-Wiz ืืฉ ืืื ืจืืืื ืจืืื ืขื ืืฉืืง, ืื ืืืืจืื ืขื ืืงืืืืช ืืื ืืขืืื ืืืื ืืืืืื ืืืืืขืื ืื ืืืืช ืงืืจื ืืฉืื.
ืืืื ืืขื ืืง ืื ื ืกืงืืจื ืืืื ืขืืื ืืช ืืืื ืื ืืืืืืื ืฉืืฉ ืืชืืื, ืืื ืืืชืจ ืืฉืื: ืืื ืืืื ืื ืคืชืจืื ืืช ืืืจืื ืืชืืืืืืช. ืื ืื ืื ืืกืคืืง ืจืง ืืืขืช ืื ืืืืื, ืืื ืืฉืื ืื ืืืขืช ืืื ืืืคื ืื.
ืืจืฆืื ืืืืช ืืืืืฆืช ืืื ืื ืฉืืืื ืขื ืื ืืืช ืชืืื ืืช ืืืืืืื ืฉื ืืืจืืื.
ืืื ืง ืืื ืก: https://machinelearning.co.il/lp-events/cyberml/ | 1 018 |
| 17 | ืืืขืื ืืื ืืขืฆืื ืช ืขื ืืขืจืืืช ืกืืืืจ ืืื ืฉืื ืืืฆืจืืช ืืื ืืชืจืืืช. ืืื.
ืื ืื ืืจืื ืขื ืฉืืืจ ืื ืฉืื ืืชืขืืืื ืืื. ืื ืื ืืื "ืงืจืืื" ืื ืฉื ืืืจ ืื ืงืจืืื.
ืืจืืืช ืืืืจืืช ืืื ืืื ืืช ืืขืจืืืช ืืืื ืืฆืืจื ืืื ืืช ืื ืขื ืคื ืืืงืื ืงืืืืื. ืื ืืื ืืงืืืืช ืืืชืจ "ืฉืืืื" ืขื ืืชืืื ืืื ืืกืืฃ ืืื ืืจืื ืืงืจื ืงืฆื ืฉืืื ื ืืคืืื ืื ืฉืืกืืืื ืืื ื ืืื.
ื-Cyera ืืงืื ืืืฉื ืืืจืช ืืื ื ืืขืจืืช ืฉืืื ืฉืืืืกืกืช ืขื LLMืื ืฉืืืืขืื ืืขืฉืืช ืืช ืืกืืืื ืืื ืืฆืืจื ืืืืื ืืืืชืจ. ืื ืื ื ืคืืคืืืื ืฉืื ืฉืืืืข ืืงืืช ืืืืื ืกืืืืจ ืืืืืช ืืชืืื ืืืชื ืืื ืฉืฆืจืื. ืื ืกืชื ืืืจืืง ืชืืืืช.
ืขืืฉืื ืขื ืื ืืืืื ืืืืืื ืฉืคื, ืืืื ื ืืืืขืื ืฉืื ืื ืืืืจ ืืื ืืืจืืื ืกืื ืืขืืื. ืื ืื ืฉืขืื ืืืชืจ ืืืืื ืืคืจืืืงื ืฉื Cyera ืื ืื ืืฆืืืื ืืืืืฃ ืืช ืืืืืืงื ืฉืืื ืืืืฆืขืืช ืืืืื ืฉืคื. ืืืืืจ ืื ืืื ืืช ืืืืจืกืืืืืืช ืืืืืืช ืืืืืื ืฉืืื ืืื ืื ืื ืืืชืคืฉืจ ืขื ืืืืฆืืขืื ืืืืืืง.
ืื ืืืืืช ืฉืืื ืืืืจ ืืืื ืืื ืคืจืืืงื AI.
ืืื ืื ืขืฉื ืืช ืื? ืืจืื ื ื-Cyera ืชืืืจ ืืืืืง ืขื ืื ืืืจืฆืื ืฉืืื. ืืื ืชืกืืืจ ืืฆืืจื ืืคืืจืืช ืขื ืื ืืชืืืื ืฉืื ืื ื: ืืื ืืืชืืื ืฉื ืืืืืข ืืขื ืืชืืงืืฃ ืฉื ืืชืืฆืืืช.
ืื ื ืืืืจ ืืช ืืจืื ื ืฉื ืื ืืืื ืืื ืืืืืืืืช ืืจืฆืื ืืืช ืืชืืื ืืื ืืจืฆืื ืฉืื ืืฆืืื ืช. ืื ืชืคืกืคืกื.
ืืื ืง: https://machinelearning.co.il/lp-events/cyberml/ | 1 160 |
| 18 | ืืืืฉื ืืื ืืืืชื ืฉืจืฉืืจ ืืืฉืจืืช ืฉืื ื:
ืืฉ ืื ื ืืฉืจืืช ืืืื ืืขื ืืื ืืช ืืืื ืืื ืืจืืืืืืงื ื- Bellboy Robotics ืืขื ืืชืืื ื ืืืืงืจ ืืืืื ื-NiCE.
Senior Data Scientist at Equinom
link: https://machinelearning.co.il/job/senior-data-scientist-9/
Senior Applied Researcher at Bellboy Robotics
link: https://machinelearning.co.il/job/senior-applied-researcher/
Lead Data Science Researcher at NICE
link: https://machinelearning.co.il/job/lead-data-science-researcher/ | 1 108 |
| 19 | ืชืืื ืืกืืืืจ ืืฉืชื ื.
ืคืขื ืืืงืจื ืืืืฉืืช ืืื ืืฉืงืืขืื ืฉืืืขืืช, ืืืืฉืื ืืืคืืื ืฉื ืื ืืื ืืืฆืื ืคืจืฆืืช ืืืืื ืืืขืจืืืช ืืืจืืืืช ืืืื.
ืืืื ืืืฆืืืืช ืืฉืชื ืชื: ืืืืื AI ืืืืืื ืืกืจืืง ืืืคื ืฉืืจืืช ืงืื ืืืื ืงืฆืจ ืืืืืืช ืฉื ืืืืฉืืช ืืฆืืจื ืงืื ืืื ืคืขื.
ืืืืืงืจืืืืฆืื ืฉื ืืืืื AI ืืืคืฉืจืช ืืฆื ืืชืืงืฃ ืืืื ืืช ืืืชืจืื ืฉืื ืืื ืืืืชื ืืฃ ืคืขื. ืคืฉืื ืืืืืื ืืืืื ืืช ืืจืืฅ ืืืืฆืื ืืืืฉืืช. ืืื. ืืฉืื ืืืจ ืืื ืืขืื.
ืื ืืื ืืืจืืื ืืกืืื ืื ืื ืื ืืืืื ืชืงืืคื ืืืื, ืืื ืืชืืงืคืื ืขืืฉืื ืฉืืืืฉ ืืกืืื ืืืื ืืืืืื AI ืืื ืืื ื ืจืื ืขืชืื ืืกืืืืจ ืืขืืื ืฉืืื?
ืขื ืื ืืื ืืืื ืืืืจ Julia Diament ืืืืงืจืืกืืคื ืืื ืก CyberML. ืืจืฆืื ืฉืชืืจืื ืืื ืืืืื ืขื ืืื ืืชืงืคืืช ืกืืืืจ ืขืื ืจืื.
ืืื ืง: https://machinelearning.co.il/lp-events/cyberml/ | 1 118 |
| 20 | ืืจืื ืืื ืจืฆืืชื ืืขืฉืืช ืกืืจ ืืื ืืืจืืช ืืืืืจื ืืืฉืืืื ืฉืืืืืช ืืฆืืืื ืืืืจืคืช ืืกืืฃ ืื ืกืืฃ ืืืืชื ืื ืืืืื ืืช ืืขืฉืืช ืืช ืื.
ืืคืจืง ืืืืจืื ืฉื TrashTech ื ืืกืชื ืืืกืืืจ ืืื ืคืชืืื ืืืจืืช ืืื Sandisk ืืืืืช ืืขื ืืื, ืืื ืืื ืื ืขื ืืื ืืื: ืืื ืื ืจืง ื-GPU ืืคื ืืืืืช ืืขื ืืื ืืืืื ื ืื ื.
https://youtu.be/TtfAjuK0gzE?t=1317 | 920 |
Available now! Telegram Research 2025 โ the year's key insights 
